{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "c611c9eb-0075-4788-a7b8-ee137d08d525",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import warnings\n",
    "from sklearn.preprocessing import PolynomialFeatures  # 多项式特征处理，获得高次项和交叉项\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "from sklearn.metrics import roc_curve, auc\n",
    "from sklearn.metrics import accuracy_score, precision_score, recall_score, f1_score\n",
    "from matplotlib import rcParams\n",
    "import matplotlib\n",
    "import matplotlib.pyplot as plt  # matplotlib.use('agg')必须在本句执行前运行"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "2439a4ca-7a38-4d19-ba62-4b1f957955a7",
   "metadata": {},
   "outputs": [],
   "source": [
    "rcParams['font.family'] = 'simhei'  # 可以让图像中显示中文（黑体），无需引用\n",
    "rcParams['axes.unicode_minus'] = False  # 解决负数坐标显示问题\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e6b83cfd-cd2a-4946-82df-e6fe2b8a5cfa",
   "metadata": {},
   "source": [
    "### 步骤1 数据读取、数据分布的散点图绘制以及数据集划分"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "1bfec9d6-ba8d-453e-9ea0-ec25111aa224",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 1.1 数据读取\n",
    "df = pd.read_csv('./data.txt',header=None,names=['char1','char2','label'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "0cdccfd9-03fa-4e31-b59b-7313583a1db6",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "            char1       char2       label\n",
      "count  118.000000  118.000000  118.000000\n",
      "mean     0.054779    0.183102    0.491525\n",
      "std      0.496654    0.519743    0.502060\n",
      "min     -0.830070   -0.769740    0.000000\n",
      "25%     -0.372120   -0.254385    0.000000\n",
      "50%     -0.006336    0.213455    0.000000\n",
      "75%      0.478970    0.646563    1.000000\n",
      "max      1.070900    1.108900    1.000000\n"
     ]
    }
   ],
   "source": [
    "print(df.describe())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "b4b0dd3f-16e7-449f-85ea-6537c036f34e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "合格的芯片数量： 58\n",
      "不合格的芯片数量： 60\n"
     ]
    }
   ],
   "source": [
    "print('合格的芯片数量：',df[df['label']==1]['label'].count())\n",
    "print('不合格的芯片数量：',df[df['label']==0]['label'].count())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "9b81d17e-f89c-484d-88b5-d47b41dba583",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 1.2 散点图\n",
    "plt.figure()\n",
    "plt.title('芯片数据分类散点图')\n",
    "df0 = df[df['label'] == 0]\n",
    "df1 = df[df['label'] == 1]\n",
    "plt.scatter(df0.iloc[:, 0], df0.iloc[:, 1], cmap='Set1', label='0')\n",
    "plt.scatter(df1.iloc[:, 0], df1.iloc[:, 1], cmap='Set2', label='1')\n",
    "plt.legend(loc='best')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "b964fea1-ee9c-44a1-b945-183a56d3387c",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 1.3 先对整体数据按照train_size进行划分，得到训练集和测试集, random_state确保结果的一致性,类似随机种子\n",
    "train_size = 0.67\n",
    "X_train,X_test,y_train,y_test = train_test_split(df.iloc[:,0:2],df.iloc[:,2],\n",
    "                                                 train_size=train_size,random_state=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "3b921b12-d182-4718-813a-9b6e427e99fe",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>char1</th>\n",
       "      <th>char2</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>-0.50749</td>\n",
       "      <td>0.904240</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>112</th>\n",
       "      <td>-0.83007</td>\n",
       "      <td>0.312130</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>0.44297</td>\n",
       "      <td>0.670320</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>0.82316</td>\n",
       "      <td>0.663010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>0.46601</td>\n",
       "      <td>-0.418860</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114</th>\n",
       "      <td>-0.59389</td>\n",
       "      <td>0.494880</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>0.96141</td>\n",
       "      <td>0.085526</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>0.76555</td>\n",
       "      <td>0.502190</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>0.22408</td>\n",
       "      <td>0.524120</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>0.62730</td>\n",
       "      <td>0.158630</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>79 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       char1     char2\n",
       "90  -0.50749  0.904240\n",
       "112 -0.83007  0.312130\n",
       "48   0.44297  0.670320\n",
       "99   0.82316  0.663010\n",
       "76   0.46601 -0.418860\n",
       "..       ...       ...\n",
       "114 -0.59389  0.494880\n",
       "67   0.96141  0.085526\n",
       "64   0.76555  0.502190\n",
       "47   0.22408  0.524120\n",
       "44   0.62730  0.158630\n",
       "\n",
       "[79 rows x 2 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_train"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "98e6943e-1f5f-4f8b-a22a-386dff135651",
   "metadata": {},
   "source": [
    "### 步骤2 进行逻辑回归（使用不同次数的多项式特征）模型训练与测试，评价"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "a1660aa7-ec9a-401b-aa3d-7b49a7d72002",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 1.       , -0.50749  ,  0.90424  ],\n",
       "       [ 1.       , -0.83007  ,  0.31213  ],\n",
       "       [ 1.       ,  0.44297  ,  0.67032  ],\n",
       "       [ 1.       ,  0.82316  ,  0.66301  ],\n",
       "       [ 1.       ,  0.46601  , -0.41886  ],\n",
       "       [ 1.       ,  0.67339  , -0.53582  ],\n",
       "       [ 1.       , -0.17339  ,  0.69956  ],\n",
       "       [ 1.       ,  0.52938  , -0.5212   ],\n",
       "       [ 1.       ,  0.50634  ,  0.75804  ],\n",
       "       [ 1.       , -0.46717  , -0.13377  ],\n",
       "       [ 1.       ,  0.39689  ,  0.82383  ],\n",
       "       [ 1.       ,  0.28744  , -0.76974  ],\n",
       "       [ 1.       ,  0.22408  ,  0.77997  ],\n",
       "       [ 1.       , -0.092742 ,  0.68494  ],\n",
       "       [ 1.       ,  0.10311  ,  0.77997  ],\n",
       "       [ 1.       ,  0.64459  , -0.14108  ],\n",
       "       [ 1.       ,  0.48329  , -0.18494  ],\n",
       "       [ 1.       , -0.51325  ,  0.46564  ],\n",
       "       [ 1.       ,  0.322    ,  0.5826   ],\n",
       "       [ 1.       , -0.046659 ,  0.81652  ],\n",
       "       [ 1.       , -0.092742 ,  0.55336  ],\n",
       "       [ 1.       ,  0.2932   , -0.2288   ],\n",
       "       [ 1.       ,  0.062788 , -0.16301  ],\n",
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       "       [ 1.       ,  0.82316  ,  0.27558  ],\n",
       "       [ 1.       ,  0.051267 ,  0.69956  ],\n",
       "       [ 1.       , -0.36348  ,  0.31213  ],\n",
       "       [ 1.       , -0.13882  ,  0.54605  ],\n",
       "       [ 1.       , -0.43836  ,  0.21711  ],\n",
       "       [ 1.       , -0.30012  ,  0.027047 ],\n",
       "       [ 1.       , -0.42108  , -0.27266  ],\n",
       "       [ 1.       , -0.16187  ,  0.8019   ],\n",
       "       [ 1.       ,  0.057028 ,  0.91886  ],\n",
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       "       [ 1.       ,  0.67339  ,  0.64108  ],\n",
       "       [ 1.       ,  0.54666  ,  0.48757  ],\n",
       "       [ 1.       ,  0.28744  ,  1.087    ],\n",
       "       [ 1.       , -0.47869  ,  0.63377  ],\n",
       "       [ 1.       , -0.29435  ,  0.77997  ],\n",
       "       [ 1.       ,  0.322    ,  0.69225  ],\n",
       "       [ 1.       , -0.40956  , -0.41155  ],\n",
       "       [ 1.       , -0.48445  ,  0.99927  ],\n",
       "       [ 1.       , -0.0063364,  0.99927  ],\n",
       "       [ 1.       ,  0.085829 , -0.75512  ],\n",
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       "       [ 1.       ,  0.20104  , -0.60161  ],\n",
       "       [ 1.       , -0.06394  , -0.18494  ],\n",
       "       [ 1.       , -0.13306  , -0.4481   ],\n",
       "       [ 1.       , -0.15035  , -0.36769  ],\n",
       "       [ 1.       ,  0.72523  ,  0.44371  ],\n",
       "       [ 1.       , -0.28859  , -0.060673 ],\n",
       "       [ 1.       ,  0.22984  , -0.41155  ],\n",
       "       [ 1.       ,  0.92684  ,  0.3633   ],\n",
       "       [ 1.       ,  0.18376  ,  0.93348  ],\n",
       "       [ 1.       ,  0.63882  , -0.24342  ],\n",
       "       [ 1.       , -0.49021  , -0.3019   ],\n",
       "       [ 1.       , -0.4038   ,  0.70687  ],\n",
       "       [ 1.       ,  0.89804  , -0.20687  ],\n",
       "       [ 1.       , -0.69758  ,  0.68494  ],\n",
       "       [ 1.       , -0.23675  , -0.21418  ],\n",
       "       [ 1.       , -0.62846  ,  0.33406  ],\n",
       "       [ 1.       , -0.39228  , -0.25804  ],\n",
       "       [ 1.       ,  0.13191  , -0.51389  ],\n",
       "       [ 1.       , -0.23675  , -0.63816  ],\n",
       "       [ 1.       , -0.59389  ,  0.49488  ],\n",
       "       [ 1.       ,  0.96141  ,  0.085526 ],\n",
       "       [ 1.       ,  0.76555  ,  0.50219  ],\n",
       "       [ 1.       ,  0.22408  ,  0.52412  ],\n",
       "       [ 1.       ,  0.6273   ,  0.15863  ]])"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 2.1 调用多项式特征处理，获得高次项和交叉项\n",
    "degree=1\n",
    "poly_reg = PolynomialFeatures(degree=degree)\n",
    "X_train_poly = poly_reg.fit_transform(X_train)\n",
    "X_test_poly = poly_reg.fit_transform(X_test)\n",
    "X_train_poly"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "f980f48f-6782-4e64-894c-c7bbcf869053",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style>#sk-container-id-3 {color: black;}#sk-container-id-3 pre{padding: 0;}#sk-container-id-3 div.sk-toggleable {background-color: white;}#sk-container-id-3 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-3 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-3 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-3 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-3 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-3 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-3 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-3 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-3 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-3 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-3 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-3 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-3 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-3 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-3 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-3 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-3 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-3 div.sk-item {position: relative;z-index: 1;}#sk-container-id-3 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-3 div.sk-item::before, #sk-container-id-3 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-3 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-3 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-3 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-3 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-3 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-3 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-3 div.sk-label-container {text-align: center;}#sk-container-id-3 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-3 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-3\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>LogisticRegression(solver=&#x27;liblinear&#x27;)</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-3\" type=\"checkbox\" checked><label for=\"sk-estimator-id-3\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">LogisticRegression</label><div class=\"sk-toggleable__content\"><pre>LogisticRegression(solver=&#x27;liblinear&#x27;)</pre></div></div></div></div></div>"
      ],
      "text/plain": [
       "LogisticRegression(solver='liblinear')"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 2.2 逻辑回归，训练\n",
    "logistic = LogisticRegression(solver='liblinear')\n",
    "logistic.fit(X_train_poly,y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "1d07411d-695b-4731-bfc9-9b1f54f763c6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[-0.00992752, -0.22761173,  0.04263724]])"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "logistic.coef_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "d0199e7c-09d6-4058-a1ed-33cac724624c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['./results/logistic_1.pickle']"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import joblib  # 保存模型\n",
    "model_name = './results/logistic_%d.pickle' % degree\n",
    "joblib.dump(logistic, model_name)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "31cba5fb-e450-4a3c-8d02-fe6a2f17b2de",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 2.3 绘制数据分类情况图-决策边界图 \n",
    "# 2.3.1 获取数据值得范围\n",
    "x_min, x_max = df.iloc[:, 0].min() - 0.5, df.iloc[:, 0].max() + 0.5\n",
    "y_min, y_max = df.iloc[:, 1].min() - 0.5, df.iloc[:, 1].max() + 0.5\n",
    "# 步骤2.3.2 todo: 生成网格矩阵\n",
    "x_mesh, y_mesh = np.meshgrid(np.arange(x_min, x_max, 0.02), np.arange(y_min, y_max, 0.02))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "6ef60067-1bb0-43ab-b020-519b7b7e7678",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "z = logistic.predict(poly_reg.fit_transform(np.c_[x_mesh.ravel(), y_mesh.ravel()]))\n",
    "z = z.reshape(x_mesh.shape)\n",
    "# 2.3.3 todo: 绘制等高线图\n",
    "plt.figure()\n",
    "plt.title('Logistic回归（使用{}次多项式特征）分类图'.format(degree))\n",
    "#alpha=0.2，透明度0.2，'Set3' 是 Matplotlib 提供的一种预定义的颜色映射\n",
    "cs = plt.contourf(x_mesh, y_mesh, z, alpha=0.2, cmap='Set3')\n",
    "# 步骤2.3.4 todo: 绘制数据样本散点图\n",
    "plt.scatter(X_train.iloc[:, 0], X_train.iloc[:, 1], c=y_train, cmap='rainbow',\n",
    "            alpha=0.8, s=10, marker='*', label='训练集')\n",
    "plt.scatter(X_test.iloc[:, 0], X_test.iloc[:, 1], c=y_test, cmap='brg',\n",
    "            alpha=0.8, s=40, marker='o', label='测试集')\n",
    "#参数 loc='best' 指示 Matplotlib 自动选择一个最佳的位置来放置图例。Matplotlib 会尝试找到一个最不碍事的位置，以避免遮挡数据。\n",
    "plt.legend(loc='best')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "727eec61-9ab5-47e6-b481-d0a9f9526d49",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 2.4 计算分类指标\n",
    "evaluation = pd.DataFrame({'Model': [],\n",
    "                           '准确率': [],\n",
    "                           '精确率': [],\n",
    "                           '召回率': [],\n",
    "                           'F1 值': [],\n",
    "                           'AUC值': []})\n",
    "y_test_predict = logistic.predict(X_test_poly)\n",
    "#准确率\n",
    "acc_test = accuracy_score(y_test, y_test_predict)  # 和模型自带的score一致\n",
    "#精确率\n",
    "precision_test = precision_score(y_test, y_test_predict)\n",
    "#召回率\n",
    "recall_test = recall_score(y_test, y_test_predict)\n",
    "#计算了F1分数。F1分数是精确率和召回率的调和平均数\n",
    "f1score_test = f1_score(y_test, y_test_predict)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "502aeb4c-9bbb-467b-aff1-1d12b5da4143",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 2.5 auc\n",
    "# ROC曲线以召回率为纵轴，以假正例率为横轴，ROC曲线下的面积为AUC值\n",
    "y_test_predict_proba = logistic.predict_proba(X_test_poly)\n",
    "false_positive_rate, recall, thresholds = roc_curve(y_test, y_test_predict_proba[:, 1])\n",
    "roc_auc = auc(false_positive_rate, recall)  # 计算auc的值\n",
    "plt.figure()\n",
    "plt.title('ROC-AUC（使用{}次多项式特征）图'.format(degree))\n",
    "plt.plot(false_positive_rate, recall, 'r', label='AUC = %0.3f' % roc_auc)\n",
    "plt.legend(loc='best')\n",
    "plt.plot([0, 1], [0, 1], 'k--')\n",
    "plt.xlim([0.0, 1.0])\n",
    "plt.ylim([0.0, 1.0])\n",
    "plt.ylabel('真正例率(召回率)')\n",
    "plt.xlabel('假正例率')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "ccd4ac8b-ff47-4851-b094-38d832fbfe1c",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 2.6 todo: 将逻辑回归分类模型计算的相关评价信息存入evaluation中\n",
    "r = evaluation.shape[0]\n",
    "evaluation.loc[r] = ['Logistic回归分类模型(使用{}次多项式特征)'.format(degree), acc_test,\n",
    "                        precision_test, recall_test, f1score_test, roc_auc]\n",
    "# 步骤2.7 todo: 将评价指标写入csv文件中，便于查看\n",
    "evaluation.to_csv('./results/evaluation.csv', sep=',', header=True, index=True, encoding='utf_8_sig')  # encoding防止中文乱码"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "3a709653-35fd-41a9-8b31-e9a2cf722891",
   "metadata": {},
   "outputs": [],
   "source": [
    "### 定义函数\n",
    "def logistic_regression_with_polynomial(X_train, X_test, y_train, y_test, df, degree):\n",
    "    # 步骤2.1 todo: 调用多项式特征处理，获得高次项和交叉项\n",
    "    poly_reg = PolynomialFeatures(degree=degree)\n",
    "    X_train_poly = poly_reg.fit_transform(X_train)\n",
    "    X_test_poly = poly_reg.transform(X_test)\n",
    "    X_train_poly\n",
    "    # 步骤2.2 todo: 调用逻辑斯蒂回归实例，进行训练测试，解释器liblinear坐标下降法\n",
    "    logistic = LogisticRegression(solver='liblinear')\n",
    "    logistic.fit(X_train_poly, y_train)\n",
    "    import joblib  # 保存模型\n",
    "    model_name = './results/logistic_%d.pickle' % degree\n",
    "    joblib.dump(logistic, model_name)\n",
    "    # 步骤2.3 todo: 绘制数据分类情况图-决策边界图\n",
    "    # 步骤2.3.1 todo: 获取数据值所在的范围\n",
    "    x_min, x_max = df.iloc[:, 0].min() - 0.5, df.iloc[:, 0].max() + 0.5\n",
    "    y_min, y_max = df.iloc[:, 1].min() - 0.5, df.iloc[:, 1].max() + 0.5\n",
    "    # 步骤2.3.2 todo: 生成网格矩阵\n",
    "    x_mesh, y_mesh = np.meshgrid(np.arange(x_min, x_max, 0.02), np.arange(y_min, y_max, 0.02))\n",
    "    z = logistic.predict(poly_reg.fit_transform(np.c_[x_mesh.ravel(), y_mesh.ravel()]))\n",
    "    z = z.reshape(x_mesh.shape)\n",
    "    # 步骤2.3.3 todo: 绘制等高线图\n",
    "    plt.figure()\n",
    "    plt.title('Logistic回归（使用{}次多项式特征）分类图'.format(degree))\n",
    "    cs = plt.contourf(x_mesh, y_mesh, z, alpha=0.2, cmap='Set3')\n",
    "    # 步骤2.3.4 todo: 绘制数据样本散点图\n",
    "    plt.scatter(X_train.iloc[:, 0], X_train.iloc[:, 1], c=y_train, cmap='rainbow',\n",
    "                alpha=0.8, s=10, marker='*', label='训练集')\n",
    "    plt.scatter(X_test.iloc[:, 0], X_test.iloc[:, 1], c=y_test, cmap='brg',\n",
    "                alpha=0.8, s=40, marker='o', label='测试集')\n",
    "    plt.legend(loc='best')\n",
    "    plt.savefig('./results/logistic_regression_with_{}_polynomial.png'.format(degree), bbox_inches='tight')\n",
    "    plt.show()\n",
    "    # 步骤2.4 todo: 计算分类评价指标：测试集的准确率accuracy、精确率precision、召回率recall和综合评价指标 F1 值\n",
    "    # 精确率是指分类器预测出的合格品中真的是合格品的比例\n",
    "    # 召回率是所有真的合格品被分类器正确找出来的比例\n",
    "    # F1 值是精确率和召回率的调和均值\n",
    "    y_test_predict = logistic.predict(X_test_poly)\n",
    "    acc_test = accuracy_score(y_test, y_test_predict)  # 和模型自带的score一致\n",
    "    precision_test = precision_score(y_test, y_test_predict)\n",
    "    recall_test = recall_score(y_test, y_test_predict)\n",
    "    f1score_test = f1_score(y_test, y_test_predict)\n",
    "    # 步骤2.5 todo: 绘制ROC曲线，计算auc，度量分类模型的预测能力\n",
    "    # ROC曲线以召回率为纵轴，以假正例率为横轴，ROC曲线下的面积为AUC值\n",
    "    y_test_predict_proba = logistic.predict_proba(X_test_poly)\n",
    "    false_positive_rate, recall, thresholds = roc_curve(y_test, y_test_predict_proba[:, 1])\n",
    "    roc_auc = auc(false_positive_rate, recall)  # 计算auc的值\n",
    "    plt.figure()\n",
    "    plt.title('ROC-AUC（使用{}次多项式特征）图'.format(degree))\n",
    "    plt.plot(false_positive_rate, recall, 'r', label='AUC = %0.3f' % roc_auc)\n",
    "    plt.legend(loc='best')\n",
    "    plt.plot([0, 1], [0, 1], 'k--')\n",
    "    plt.xlim([0.0, 1.0])\n",
    "    plt.ylim([0.0, 1.0])\n",
    "    plt.ylabel('真正例率(召回率)')\n",
    "    plt.xlabel('假正例率')\n",
    "    plt.savefig('./results/ROC_AUC_with_{}_polynomial.png'.format(degree), bbox_inches='tight')\n",
    "    plt.show()\n",
    "    # 步骤2.6 todo: 将逻辑回归分类模型计算的相关评价信息存入evaluation中\n",
    "    r = evaluation.shape[0]\n",
    "    evaluation.loc[r] = ['Logistic回归分类模型(使用{}次多项式特征)'.format(degree), acc_test,\n",
    "                            precision_test, recall_test, f1score_test, roc_auc]\n",
    "    # 步骤2.7 todo: 将评价指标写入csv文件中，便于查看\n",
    "    evaluation.to_csv('./results/evaluation.csv', sep=',', header=True, index=True, encoding='utf_8_sig')  # encoding防止中文乱码"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "60794038-737f-4eec-bab1-c0d9a3a3d2a1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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Js6IomEwmunTpQvfu3dE0jR07dpS6r9PpZOTIkfTp06fEcw8//DAul6tYQrh9+3b/tRcWFtKrVy/AN1NpzJgxJCcn8+yzzwJw4MABbr31VtLT0/3HfPLJJ1EUBYPBQFhYmP94J2rYsCHZ2dk4nc7y/ZCAl156ia1bt/Ldd98xYsQIzjnnHNq2bVvqrWfPnsydO5dHHnmETp06YTQaAd+0/YULF9KnTx8mTpzIW2+9xcsvv4zL5cLpdGIwGHjmmWfYtGkTO3bsoH379syfP7/UeK699lq2b99O//79GTNmDK+++io7d+7k6quvLvc1STVLTkGWKuXpp5/muuuu47nnngOgf//+tG3blpdeeolZs2aRmZnJvn37+O6772jbti2FhYWMGjWKrl27lvscSUlJxMXFccMNN6CqKueccw5//PEHQgiMRiPdunUDfN+UmzVr5r9fXnv37uXLL7/k008/5frrrwcgLi6OKVOmcOzYsWLfxouc+KF9qseLnit6fteuXej1epo1awb4kosTrVmzhgsvvLBC12KxWMjOzkYIUaI1Sa/XM2fOnBIxuVwurrjiimKPnzhl2eFwEBIS4r/v8Xjwer3FPuSdTicej6fYY8fXsyjNihUrmD17NnPnzvV/GB1v8uTJbN++3d+iA75WHoDk5GTA17IRGRlZbD9VVXn99ddZs2YNQ4YM4ZVXXmHIkCEcPnyY0aNH+xODxo0bF9vv0UcfZerUqaXG6nQ6S7TWOJ1Ozj777DKv7/7772fChAno9XratGnD5MmTGTVqFEIImjZtSkJCAqtWraJ79+4l9jWZTLz99tvFHlu2bBkzZsxgzpw5uFyuYq06KSkp/p+Py+WiefPmqKrKTTfdxPr16wH8r4milrHjp5U/8sgj3HfffXg8HpxOZ6mve4DMzEz0en2xc5/KM888w9ixYzn77LOxWq2YTCZuuOEGcnJy+OGHH/zbffrpp4wfP56EhARefPHFYsdYu3Yt1113HXfccQcLFy4kJiYGgKZNmxIbG0t2djZRUVF06tSJTZs2cfPNNxMWFlZqPEuXLmX58uV8/fXXNG3alBUrVvDbb79x+eWXExcXR//+/bn99tvLfX1S9ZNJilRhGRkZHDp0iAEDBvgfMxgM9O/fn99++w3w1duIjY1lyZIlNG3alO+//5527dpV6Dw33HADs2bN4pxzzuHCCy+kb9++XHbZZWV26VTUn3/+CVDsG2vHjh2ZN29emfs4HA4OHTpUIoaTJUhOp9P/Qfz777/Ttm3bUj+Yq6KoC2rfvn20bNnylNsrisKuXbvYvn07V155JevWrWPw4MEUFhaetFXI4XCwdevWEskBUOpjpcnIyGDcuHFcffXVXHPNNSWeT01NZcaMGbzyyivFHi/q5lm8eDE33nhjmcefNWuWP6lwuVy88sorPP/88wwbNoz169cTERHh3/a1115j8uTJTJo0qdgxipKuq666irS0NNatW+d/TghBWlraSV/PUVFR/n8rikJYWBhNmjTxP3bxxRfz5Zdf8r///a/U/QsLC1m5ciVffPEFO3fuxOVycc8997Bx40bGjBlT6j5nnXUW4Eu+9+zZw1dffcX06dOZOHGif5ui3+3xv+OQkJBy1bLZtm0brVq1KnerIfiuvSiZK+pq3LFjBxdffHGx7ZKTk0lMTCz1b/uss85i3bp1REdHY7PZ/AlwcnIyf/31F+np6f6WQIAXX3wRl8vlT16Ot2PHDrKzs/nkk09ITU3lpptu4pZbbmHdunX8/vvvLFiwwP8FQqobZJIiVdipWg2K/n/uuefy9NNP8/DDD5OQkMCCBQsqdJ5u3bqxd+9eli1bxoYNG7jjjjuYNm0aP//88ykLP5VHadchhODnn3/m7LPPLvWNe+jQoSQlJZV4/GRjHPr27YvZbEbTND777DNuuummKsVdGr1ez5AhQ5gxYwYvvfRSufZJTk5m3LhxBAcHk5aW5v8GfjKZmZkMHjyYZcuW+R978MEH2bx5c7FWj7Jag7xeL9deey1ms5kPPvig1HNMnTqVVq1aceedd/ofE0Iwc+ZMJkyYwMyZM9m+fXuJgl1FTCYTGRkZfPTRR3z44YdomsacOXP4+++/WbBgAePGjQN8rVpPPPEE06ZNIzY21v/YlVdeyc6dO2nSpAkJCQn+BKaou2nLli04HI5irSAVrWZ72WWX8fHHH7Nz585Sk51LLrmEX3/9lauuuor4+Hgee+wxrr/+ejweD6NHjy6W5O7YsYMOHTrg9XpxuVwYjUbOPvtsFi5cWGarSGXMmDGDYcOGVekY+/fvZ8eOHSVeo8nJySVat4oMHjyYzMxMdDpdsSSmoKAAj8dD165di7XuFLUIvf322yVaRR555BH/Nh6PB03TeO2119i4cSPLly/3F4aT6g6ZpEgVFhcXR5MmTVi9erX/A9fj8bBu3TrOP/98ABYuXEh2djYZGRkkJyfTrFmzCjUTA7z88sv06tWLsWPHMnbsWK688koGDx7M9u3bOffcc/3bmc3mSpU879y5MwDr16/3f3s6ePAgffv25bvvvmP48OEl9gkODiY4OLhC5yl6Y5w/fz5Hjhzhuuuuw+l0YrPZMJlMpQ66rIz777+foUOHcsstt9CqVatTbn/RRRfx8ccfM3r0aJo2bcqQIUNOuc/u3btLdAlVxF133cXPP//ML7/8Umpit2nTJt577z1WrFiBTqfzP/7qq6+SmZnJSy+9hBCCq666ig0bNhSrkHs8IQSLFi1i0qRJ3HbbbVgsFgoKCrjtttsIDg6mc+fOXHLJJYwePZo77rjDv1/r1q3p3Lkz06dPZ8CAAcU+FHv16kViYiLPPvsso0ePZvny5Wzfvp1+/fr5x8mcjN1u5+eff8ZisTB06FCaN2/O5MmT+eabbwB49913GT9+PEajkXfeeYeIiAgaNWrkf52CLxmdN28eb731FmvWrCkWn6qqxQY6Dxs2jK1bt54yrvJYvXo1y5YtY9q0aVU6zqOPPkqjRo0YNGhQscdPlqQUdfMdLzs7mxYtWtCwYUMaNGjA8uXLK/T+MmXKFL744gtGjRrFhx9+SOvWrSt0HVINqvb5Q1K9VDQN9v333xcrVqwodjt8+LCYNWuWUFVVPPnkk2LlypXiiiuuEMHBwWLXrl1CCF8BrpCQEDFz5kzxyy+/iG3btpWoPlqkrIqz48ePFx06dBCLFi0S69evF2PGjBFGo1Gkp6cX227s2LGiX79+Yv369eK7774TS5YsKXGssqYpX3nllSImJkbMmjVLrFixQlxwwQWiRYsWxabe9uvXTzzyyCOl1kc58VZUJMrtdhc7T0pKikhISBC33XabEEL4p4We7FbRYm5C+Cq2duzYscyfdWhoqL/6aJFx48YJQFx66aXi2LFjZR7b4XCIoKAgMW/evGKPl7dOymeffSYAcf/994tNmzb5b0VVP3NyckSLFi3EZZddVuxYH374oTAajf56KLm5uaJ169aibdu2pdb+OJn3339fGAwGERISIsaNG1es4NepuN1ucffdd4u4uDixb98+8cwzzwhFUcQVV1xRalG4jIwM8cMPP4iQkBDRpEkTYTQaRaNGjcQnn3wihBBi7ty5/mqzDodDqKoq7rvvvhLHObGY2z///CMURRHLly8XQpy8Xsqff/5ZbDr7iffLMwX5wIEDomHDhuKVV14px0+pdF6vV9x9993+assnateunfjf//5XrmPZ7XZx8cUXi4EDBwqbzSa6du0qRowYcdJijSEhIcWKuaWnp4uPP/5YDBw4UKiqWuL1K4u51R0ySZFKVfQhU9pt2rRpQgghZs2aJVq0aCGMRqPo1auX+O233/z75+fni6ZNm4q4uDh/4SVAXH311SXOVVaSkpeXJ2677TaRkJAgTCaT6Nixo1i0aFGJ7VJTU8XQoUOFxWIR4eHhJUqtC1F2kmK328WkSZNETEyMiIiIECNHjhQHDhwotk2vXr0qVBsEipfFT0pKEm3atBGtW7cWVqtVCCFEYWGhSE5OFllZWSI/P7/Y7fvvvxdAiUqp5WG328XAgQNFu3btSi1WZjKZ/IXkjh07Ju68807RrFkz8fXXX4sBAwYIk8kkLr/8cvHGG2+I5cuXiy1btvhrW3z22WciKCioWOIhhBCTJk0Sffv2LfbYokWLBFCshsmIESNK/VkVfUAsWrRIWCwWsXfvXiGE70N+7NixQq/Xl/jdHTp0SLRs2VKEhYWJadOmnbQSamFhoVi1apW49957RXR0tGjatGmJROtkcnJyxAcffCBat24tWrZsKbZt2+Z/bvHixSI0NFT07NlTZGVl+c931lln+QuEXXXVVWLOnDmlVlW+6qqrhNlsFrfeeqsAiiUjRU5MUoQQ4s477/RXFj5ZkrJ582YBiB07dohNmzaJefPmCUCsWbNG7Nq1SyQkJIh7771X7Nq1S+zcuVNs3bpVbN++3b//9u3bRXx8vL8oXGX89ttvYtCgQSWKueXn54snnnhCjBkzRgAl6qOcyOl0iq+++kq0a9dO9O7d21+sLScnRwwZMkQ0aNBATJs2rURFWyGEMJvN4sMPPyx1KYsVK1aIzz//vNhjTZo0ER988EGlr1kKHJmkSNXi+uuvF0OHDhWrV68Wv//+u1i7dq249957haqqpb6J1GXDhg0rNfEpze+//y4SExP9H+Qej0ecf/75IiEhodxJx+bNm0XXrl0rlaQI4WvxmDJlSqnf7lVVFd9//714+eWXRWxsrLj33nuLtbps2LBB3HHHHaJt27bCZDL5y/m73W7Rrl07MXbs2BLHnDBhQrE1fvr27SsMBkOxCqrlVdR69M8//4iQkBARHx8vfvrpp1K3zc7O9pfWPz6Jeeutt8Sdd94pRo0aJTp27CiMRqMwGo1i2LBh4quvvqpQ64nD4RBdu3YVJpNJ3H///SWK2wnhq+7atm1bfyuiEL41cz788EN/UlqWwsJCceWVVwpAREdHlyh2J4QQbdu2FR9//HGJxz0ej3jllVfE9ddfL4KCgko9/saNG/2tNWazucwquNHR0SIyMlJYLBbRrl07//6pqani1VdfLbMI26mkpaWJpk2bitatW5f6e7z44otF+/btxcsvv1zmOd5++21/i2fR2j9FBeuKeL1eMX36dH/13sGDBxf7fRgMhgp/0XjnnXcqdc1SYMkkRaoWGzduFAMGDBBRUVFCr9eLsLAw0adPnxILqZ0JMjIyKp1wVBebzVbqB+KJirqt8vPzxTPPPFOsFaHInj17xObNm/33v/zySzFnzpxi6/ZUxvz588uV0K5evbrY/SVLloi+ffuKG2+8UUydOlWsWrWqROtPRRw4cOCUXW9VWdNGCCH27t1bZpn+s846q8zFFQcPHizOPvvsMp9ft26dAIq1jtS0Q4cOVenn88ILL4ghQ4aI999//5Sv2ZycHDF9+vRia2UJ4VvU88QFBk+mRYsWxSrQSrVHEaKC61dLkiRJdYKmaRWaEnym2rdvHwkJCf5p0FL9IZMUSZIkSZLqJJmCS5IkSZJUJ8kkRZIkSZKkOkkmKZIkSZIk1Un1tuKspmmkpKQQGhoasLVcJEmSJEmqXkII8vPzSUhIOOXA73qbpKSkpJRZRlmSJEmSpLrtyJEjp1xfqt4mKaGhoQBs2bvb/29JkiRJkuq2/Px8urRsU67P7nqbpBR18YSGhhIaFlbL0UiSJEmSVBHlGaohB85KkiRJklQnySRFkiRJkqQ6SSYpkiRJkiTVSfV2TIokSZIkVYYQAs3rRfNq+BY9lgJLQdWpqDpdlUuEBDRJyczMpHv37qxevZpmzZqdcvsRI0awePFi//2LLrqIlStXBjIkSZIkSfLzut1YM7LwOJwgS2xVHwF6s4mw2Gh0BkOlDxOwJCUzM5Nhw4Zx8ODBcu+zefNmtm/f7p8nbajChUiSJEnSyQghyE5Oxag3kJCY4PvMkcVAA08I3G43mRmZZCenEtO0caVbVAKWpFxzzTVce+21/Pbbb+XaPjk5GSEE55xzTqBCkCRJkqQyeVxuEIL4hvFYgoJqO5zTmtliQa/Xc/jwYbxuN3qjsVLHCdjA2Y8++oh77rmn3Nv//vvveL1eGjVqRHBwMNdccw05OTllbu90OrFarcVukiRJklR+vvEnyilKsUuBUfRzFqLy434C9ptq3rx5hbbfvXs3nTp1YunSpfz6668kJSXx6KOPlrn9Cy+8QHh4uP8mS+JLkiRJ0ulNEVVJcUo7oKKQlJRUroGzx1u3bh2jR48mMzOz1OedTidOp9N/32q10rhxY/amJcuKs5IkSdIpuZ1OclPSaNqsGWazubbDqTCPx4NeH5hRGkKIU44TmfnRDLp07cK5Xbrw55YtLF68mKcmTy73ORwOB4cOHiQiIR6DyeR/PN9qpWV8Inl5eYSd4vO7zrR5xcXFkZWVVSwROZ7JZCIsLKzYTZIkSZLOBL/8/DP9+vQhIyPD/1hhYWGJ7ex2O4cOHfLfX7VyJct+/LHEdhddeCG/btxY5vmysrJ4/LHH8Hq9ACQ2asRXX37Fn1u2VOUyKqzWkpSrr76aDRs2+O9v3LiRBg0aYDou25IkSZIkCXqffz4DBw1i4ICL/D0O1425li/nfokQgo9nzATg7x07GH/zzf79Xn35Ffbs2QP4eiSEECQlJbF71246n3su4Guhcblcxc73yEMPU1BQwPhbxtO5YycGDxyEqqqMu2kcnTt2olOHjrRt1ZrNmzZV63VXezE3q9WKxWIpMb24Q4cOTJo0iWnTppGZmcmjjz7KnXfeWd3hSJIkSVK9NOXZZ3E5nezbu5eYmBgsFgtmsxlFUZhw113cPP4W9AYDOp0OgL///puc3FwmTJxIeno6Pbufh6Io5Obmotfr6dCuPQBer5cRI0fyxpvTAfh2/rd8MmcOs+bM4brrrwPg4xkzWbp0KfMXfAv4uouEEKjVPAi52pOUjh078sYbbzBq1Khijz/yyCMkJSVx8cUXExoayl133cVjjz1W3eFIkiRJUr2Sn59PTk4ORqORx598ktDQUMA3DKJoXElpY1VeeH4qr73+GoWFhXQ6pwPLV63knHPO4dxOnfnsi89LLQGSlJTEnbffTqvWrbll3Dh/q0xRUmIx+no7vF4v38yfz8hRI6vrsoFq6O4RQhQbNHvw4MESCQr4CrfNnDkTm81GamoqTz31VMAGBEmSJElSdcrcBT9OVPC6Tr1tVa1bu5ZLhlxM187n8vRT/w1c9Xg8Ze7z7fxv2bp1K9u2bePmm8ZxydChTLzrLtq0bMWhgwe5aeyNtGnZqsR+Rw4f5rY7bqdHjx7MnDULu8uJ3eXk3ffeY9jw4f77OdY8Bg0eVC3XezyZFUiSJElSObkL4dAa2DpTJf0v+LMdxHcWNOpdfee8dNgwLh02jCnPPENhQYH/cbvdjl6vK3Wf8PAw+vTpw6GDB1n900/s2LWT+Ph4bht/K/369+eKK6+gUcOEEvv169+ffv37c8u4m5n85JNMe/11AHKys8nLy6Nbl64AuFwubrzpRh548MFquOL/yCRFkiRJksopZRP89IiKPcuXsGx8USEoVuHGnzX0NTCrWdX9l5RkZKT7u35OdNHAgVw0cCDjbryJp6c8Q3x8PLt372bF8uW8+fZbAP6uIrfbjaIoxXozbDYbbdq0oXWbNgDs/PtvkpKS6N+/P+DrNUk6kITNZiMkJKRarhVkkiJJkiRJ5dakH3QeL/j1VQWhgTEEhs+qmQTlRLt37easFi3KfH7xd4s5fPgQM2d9TGFhIUuXLMFms9GhXXuEEFitVlqe1QKHw8FjTzzOnXfd5d932PDhNGvWlJatfF1Ct90ynpdffZXzepwH+JIUp9NJUDUvLyCTFEmSJEkqJ0UBezYYgyEoFrxOEFrNxjB/3nxat2lNcHCwf4HeEx05coQbb7iBlq1a0b5NWxRF4a8d27lrwgQKCgoICQmhcUIie/btJTk52V/F/dChQ1wy5GKMJ6y1k3TgALt37yYoONj/mMvlYvjwYbz0yivVdq0ySZEkSZKkCmg/RnDWIEHCebBvKUSU3ZgRUEIIFn67gJ83bKBnz56MPG5SyomDaBs3bswLL75I23Zt6dLVN45EURQefvAhMjMzmTVnNgArV6zg3rvv4fc/NhMaGkrTpk3ZuXsX4Jvpc9v48fTo2ZM1q1czYeLdvDl9OgMHDWTS/fcTFRVV7ddcZyrOSpIkSVJ9ENMGGvcBnRFaXwam0oeFBNzBpINYrVamPPssH8/8mLsmTgB804H7X+AbK+Jxu/F6vQghOL9vH/7++2+uvfoa2rdpy5vTp/PTTz8x/a03/Yv+DR4yhG7du/PApPsByM7O5t133mHYJUMZ0P8Cxt18C889/zxCCOLjG7B67Rp/jZWLBw/mrTffrNZrli0pkiRJklQPKIrCzFkfc/jwEe6ccBctW7YEQKfT8ePy5YCvqqzL5eLTTz7lvnvuYcy11/LIo//D4/Ew/uZbWLn6J3bv2sXSJUv8LSGvvv4avXv0JD09naCgIFYsX8HQYZfy9fx5/jEnbreH/HwbZrOZyU8/zQMPPsjCBQuJioqs3msO9AKDNcVqtRIeHi4XGJQkSZLKpb4vMFgRBQUFaJrmn/2jaRpHjx6lSZMm/LpxI1/O/ZIx146hR8+egG98yYnjUKoqEAsMypYUSZIkSTrNBB83wBVAVVWaNGkCQM9evejZq1ex5wOdoASKHJMiSZIkSVKdJJMUSZIkSZLqJJmkSJIkSZJUJ8kkRZIkSZKkOkkmKZIkSZIk1UkySZEkSZKkOq7guNWPTyYzM5Mtf/xxyu007dS1/Gd+NIM/t2wB4M8tW5jyzDPliiGQ5BRkSZIkSarjrrr8ChIbNeLNt99i1scfk5OT43+uceMm3DD2BgB++fkXXn/tVdasW8e2bdto2LAhsbGxJY434c67aNK0CYkJiWRlZzHp/vuLPZ+VlcXjjz3Gku+XApDYqBFfffkVw4cP59wuXarxSouTLSmSJEmSVMd9PGc2+/fvY9HCRbz/3vuYTCbiG8Rjzctj7uefs2/fPmZ/PAuTyYhe72t/+OrLLxk29FIKCwtLHM9oNOJ2u+nbvx8vv/gSS5csKfb8Iw89TEFBAeNvGU/njp0YPHAQqqoy7qZxdO7YiU4dOtK2VWs2b9pUrdctkxRJkiRJKqejR+H11xQu7K/S7VyV0aMU5n6hUEoeEFANGjRg+cqVXH3N1RgMBkZffjlmi4ULBwxAVVWOHD7M3LlfFNvnueefp3nz5vz4w484HI5iXTxms68CbPPmzfl24QL69uvnf+7b+d/yyZw5vP/hh2zd9hdbt/3FPffcQ6tWrfz3t277i79376Jb9+7Vet2yu0eSJEmSyuGPzXDH7SppqaA3gMEAmzcrbN4MC76FD2cIIiICf97s7Gyem/Isz0193r+Wjqqq3DR2LF/Pm+e/ryhKsf0UReGLL+cihKBRwwQsFgs6nQ7wLS3j8Xj4dM4naJrG8BEjeOPN6SQlJXHn7bfTqnVrbhk3jvE33wz4VmAWQmAx+pIbr9fLN/PnM3LUyMBf8HFkkiJJkiRJp5CfD3dP9CUoDRNAPa4fwumEX35RePYZeG1a4JfDMxgMHNi/n0EXXcT3P/4I+BYV1Ol0hIWVvgTzwgULmfvFF+Tm5vDx7Nmkph8r9vyMDz/it99+46OZM4o9fuTwYW6743ZSklN49LHHuO766wD4eMZMli5dyvwF3wK+gbwnJkXVQXb3SJIkSdIpfL9U4egRaBBfPEEBMJkgJAR++F4hOTnw5w4NDWXegm8ZOWoUISEhgK9lw2Aw+FtGTjTqslF89c3XHNh/AK/Xy/p16wgPCSUmMoqw4BBUVeXokSMl9uvXvz/PPvccAJOffJJuXbrSrUtXnn/uOdauWeO/36tHT957993AX+wJZEuKJEmSJJ3C77+BpoG+jE/NsDBITYHNmyAxMfDn1+v1XH3NNXi9XrxeL5kZGURHRwO+rpeTMRqNnN+nD5k52YQFh5Bny+fw4cM8PXlymfvYbDbatGlD6zZtANj5998kJSXRv39/wJckJR1Iwmaz+ROn6iCTFEmSJEk6BbcHOEnvhqKAEODxVF8MDz3wIOd0OAeH3c7OnbtomNAQAIfTNyj2ZMmKqqqo/zYBGY1Gzj77bDweD//88w+tWrUqsf2w4cNp1qwpLf997rZbxvPyq69yXo/zAF+S4nQ6/WNkqotMUiRJkiTpFNq29eUomlayuwegoAAsFmjdpnrOf/jwYZYvW8brb0zjzrvu4uUXX6R3797ExsXx/Y8/smH9elwuV6n7ZmRk8Norr/DKa68Ve7xX7978tGoVrVq1wuv1otPpOHToEJcMuRij0Vhs26QDB9i9ezdBwcH+x1wuF8OHD+OlV14J/AX/S45JkSRJkqRTGDnKN3MnI8PXYnI8rxdyc6Brd0H79tVz/ueffY4bb7qJRo0aodfrmTN7Dh07debCfv35e8cOBg0ezNr160vsp2kaw4deiqYJDh06hBCCm28axydzPmHsjTfy6SefkJ+fz8hhw7Hb7TRt2pSdu3exddtfLFi0kNjYGIYNH0aHjh145tlnsVgsDB8xnJ/WrGbn7l3VmqCATFIkSZIk6ZQSEuDxJwUGA6Qk+2b72O2Qk+0bi9K4CUx5VlAdE15W//QTn336KZMe8FWFffjBh+h9/vmMvXEsU194geuvvY78/HzcbjdpqWn+WTeHDx8mJSWFiffcTaPGjeja+Vyuve46Bg8ZwrDhwxg2fBjpx9J58P4H2LhxIyaTiezsbN595x2GXTKUAf0vYNzNt/Dc888jhCA+vgGr165Br9fToV17Lh48mLfefDPwF3wc2d0jSZIkSeVwzRhBgwaCDz9Q2LJFwekAswWuHy24/U5B8+bVc97O557Lq6+/RrNmzfh140ZWrVzJ2g2+VpObx9/CP//sobCwkC8++5xJ993H01N8a+w0btyYbxcu4JKhQ7Hb7dx5112YzeZix/7gow8ZNWIk199wA6qqYjQaWbF8BUOHXcrX8+f5x5y43R7y822YzWYmP/00Dzz4IAsXLCQqKrJ6LvpfihAnNlzVD1arlfDwcPamJRMaFlbb4UiSJEl1nNvpJDcljabNmpX4sK4IISA1FWw2iIujWgq4nYzD4Sg1fofDgcfjqfBsG6vVSmhoaMDrnjgcDg4dPEhEQjwGk8n/eL7VSsv4RPLy8gg7xee3bEmRJEmSpApQFF/3T20pK8GqbOJ1qkShNskxKZIkSZIk1UkySZEkSZIkqU6SSYokSZJ0hvCNuRDHrQYsVZ+in3NVxrrIMSmSJEnSGUFvNICikJaaRkxsDAaD774UYELgdrvJzMgERUFnMFT6UDJJkSRJks4IiqIQldgQa0YWKckpJy1zL1WRAL3ZRFRiQ9mSIkmSJEnloTMYiGjYAM3rRfNqQL2swlHHKag6FVWnq/K0ZpmkSJIkSWcURVHQ6fXo5CdgnScHzkqSJEmSVCfJJEWSJEmSpDpJNnZJkgSAxwPJRxQ0DRIaCY6rYi1JklQrZJIiSWc4jwe+/lzPN5/rOXpERQiIiRVcdpWHG25x8+/6YpIkSTVOJimSdAbzeuHp/xlZvECPAoSE+ZaaT09TeOd1A1s2qUx73ykTFUmSaoUckyJJZ7AV3+tYslBPSIggLl4QFAQWC8TECSKjBBs36Pjyk8oXYpIkSaoKmaRI0hls/ld6NA2CS1nZ3WQGnQrffq3H7a752CRJkmSSIklnKE2DXTtULJayi1kFhwjS0xSyMk7/0pxeF7gLajsKSZKOJ5MUSTpDKQrodKBpZScgmvbvdmfA6LWNjxpZeJEFIQuQSlKdIZMUSTpDKQr06uvF4aDMD+YCm0KrNhoxsafvJ3fqRpWlo8wkr9HhsiosudTMP1+cAVmZJNUDMkmRpDPYldd6sFggO0spkahY80BV4arr3af1QrHObAXrARXbERV7ukLePpXM7fKtUZLqAvmXKElnsK7nadz3iAudDtJSFbKzFHKyFFJTFNwuhetvdnPpSG9th1mtml3qpcF5XnQmgc4kMEUKek111XZYkiQh66RI0hnv2hs9tO+g8e3Xen7doMPrhf5dNEZd5eH8ft7TuhWliDNXIThRYAwXuHIVNBfoZMVdSap1MkmRJIlOXTQ6dTlzWw8u+tiBzgKqHpw5MkGRpLpCJimSJJ3xjGH//dscVXtxSJJUnByTIkmSJElSnSSTFEmSJEmS6iSZpEjSGaywEPKtZddJkSRJqk1yTIoknWGEgLWrdHzzhZ4/N+sQAho30Rh9jYfRV3swGms7QkmSJJ+AtqRkZmbSvHlzDh48WK7t165dS9u2bYmJieH1118PZCiSdEoHl+jY9s6Zt8LvzPcMPDDBxPrVOjRNAII9u1VeeNrIgxNNOBwVO95f0w0c+lFXLbFKknRmC1iSkpmZybBhw8qdoGRkZDBixAjGjBnDxo0b+fzzz1m9enWgwpGkMtnTFQ4v17HpWSN/f6jn0A868g6cAcVAgM2/qXzwlgFVhfgEQVg4hIZBg3hBWLhg7Uodn80qX+KWt1/h4FIdO2ca+P1pI4eX67BnVvMFSJJ0RglYknLNNddw7bXXlnv7zz//nISEBJ588klatmzJU089xcyZM8vc3ul0YrVai90kqTL++VLPzw+aKEhRcGQobLjfxKYptd/HIRDsVfbwq/ozu5SdaGgBP8eCr/U4HBARWXIQisUCqg7mz9XjKkfJlF+fMLHhARP2TChIUfj5QRP7vj7zWqYkSao+AUtSPvroI+65555yb//XX39x4YUXovxbzvK8887jjz/+KHP7F154gfDwcP+tcePGVY5ZOjOdc7ub6E5eNC943QqmCMH5L9duIbON6gbGGcZwrXE0dxjGcYPxCq43XsFP6oqAnueP33WYTJRZRTYkVJCRrnDk0KlblvpOc2KKEGhuBeGF2K5e2o13BzReSZLObAFLUpo3b16h7a1Wa7F9wsLCSElJKXP7Rx99lLy8PP/tyJEjlY5VOrPpTGDdr2KJhdAmGpoHTFG1N71ljbqK+w0T+UO3CRNmoojBQhDb1W38zzCJRbpvay22kzFFCYQXQptqmKMhb6+KrvYbpCRJOo3U2uwevV6PyfRf7Wmz2UxhYWGZ25tMpmLbS1JV9HrBRVADDVMkpG1UUWpp3KcTJy/rn6NAKSBeJKDga8HQo8csLGSQzhv6l7nAO4BwIqp8vm49vCyar0eI0ltTbPkKCYmCxk1PnbSpeuj2uIuGvTXsmQqOrCqHJ0mSVEyt1UmJiooiIyPDfz8/Px+jnPso1ZDE/l4i2wiCGgjOGlV7i+itV9eQrBwlSkT7E5QiCgrRRJOlZLJC92NAznfZVR7MZsjNKXnB9kLwein3NGRFhbNGebHECaLaaST0DfwYGkmSzmy1lqR0796djRs3+u//+eefJCYm1lY4klQrDikHATBSelagQ48iFA4rhwJyvq7nadx+jxuhQVqKQl6er5jbsTQFq1VhwCAv198sx5VIklQ3VHt3j9VqxWKxYDAUH/U/YsQIJkyYwMqVK+nfvz8vv/wyQ4YMqe5wJClg8q2w4gc9B/YpGAzQradGz/O96CrQdWTCiPj3vxNbUsA340cooswkpjJuucNNq9YaX3+uZ8smXzG3Nm01Lh/jYdSV9a+Ym+aF3N0qUe1lS44knW6qPUnp2LEjb7zxBqNGjSr2eExMDNOmTWPo0KGEhIQQERHB7NmzqzscSQqIZUt0vDjFSFbmv4mFgNkfQZt2Gi9Od9K0WfkG4vbQemPGTAE2Qggt8bwDOwZhoJf3/IDFrijQb4CXfgO82O2+D/mg4LJn/NR1/3yhZ9tbBi7+ykFYc1nfX5JOJ4oQtbtqR1JSErt376Zv376EhISUez+r1Up4eDh705IJDQs79Q6SFCC/rFeZdIcZpwOiYgT6f1N9hwNyshRatNKY87WD8IjyHe9+w0SWqz8QTTQmzP7HXbjIVNI5z9uLGe5PUU+DpbZSN6pEt9cwBuBPNmePwsobzQgNCtMUguIFQfGCIXMdGIKrfnxJkqpHvtVKy/hE8vLyCDvF53etr93TvHnzCk9flqTaIoSvrHxhga9i6/GtD2YzxDYQHNirsnSRnmtv9JTrmE+6p2A15LJJ/Q2BQIcer+JBEQodtc5Mdb96WiQo9nSFdXebaDLIS68Xql6XxhwJCChMVfAU+mYXmSIFOjkJUJJOG7WepEhSTck7oJB/UKXRAG+lj3H4kML2rTrCwkWp3SN6va/b5MfF5U9SIoniXffHrFFX8YNuMWlKKtFaDBd7hzFAG0QQQZWOty4QGiweZsaepmDPVDj4vY4jKy2c/6qLxP6V/11Y4gSd73fz6xNGdCaBzgwDPnKiyne1k8pIV1i6UMe6n3TY7QotW2sMH+2hWw+t3nb5Sacv+ecsnfaEAK8TVt9qxpkDo1bZMYb7ptBWVH6egscDQSfJG/QGyM6q2Lu9ESODtUsYrF1S8aDqOEWFBt019n2jx1OgIDQIaSSIbF31ga6aBywxgnPucLPjfQOOLIXQJnJcSlm2/K7y8L0mjqUqqKpvGYQd23wtf6Ov9vC/ya4KDfyWpOomkxTptLfnEz1/TTfgLlDwOuDb/kFEd/Ay+HNnhY8VFS0wGMDpBGMZ3QpuN8Q3lDNNjtfpXhcHFuoxx/iq1DYb5iUovurJRKtrPbS+ztdi1XqsR7YEnERGusLD95pIT1NoEC9Q/01GhABbPnz9mZ4mTTVuuKV8LYCSVBPqf0e3JJ1C40FeVCO48sFtU1D1glZjKvdGnNBI0KO3l3yrQmlDzosW5ht2WeW7MU5HHrtCSCONnlNdxJ3nJaRRYJK445MSmaCc3NKFOo6lKsQ1+C9BAd/PLTTM16oy9xNDuRaXlKSaIltSpNNecIIgpJHAkaWgRvgyi8aDK59EjL/LzZ+bVY6lKkRGC0wm37fRAhvkWxU6d9UYfKn8Nnq8kETB8KUOAM6+XP5sasO6n3T+Lp7ShIUJ0lIVdu1Q6dRFtgRKdYNMUqQzQpMhHuJ7KUS10ziyUoeowntwx3M1Xn/PyfNPGTl4QEVoviTFbIYLB3t56nnnSces1CS7zU2WrXJfjaNDjFhCDKfeUKoX7HalzAQFQKcDTUO2pEh1ikxSpDNC+1v/+/be9JKqd8V076kx73sHG9frfBVnjb7F+1q1qTuDNo+mFWDwpBOuM2A0V/xPPTfXTpYtjkbxsujI6aBla40d29QyF5csLPQl2o3lwGOpDpFJiiRVkl4PfS/00vfC2o6kJH+C4s4myhgN7op3sVjUPNIzBUl4iQ9pJltV6rnhoz0sXaTHlu8bg3I8r9e3AvbQkR7iE2SSItUdMkmRpDrCbnOTZjsYkGOFZuqIi7JiiWxASGzlWkKUDD1xZEJmGGkcBFvV4zKQIFtmakm3Hhqjr/bw9Wd6HA7fGBSdzteCYstXaNxUMGGSXFxSqltkkiJJdUBRy0doro6oMPOpdzgFfVQ6lqCYSicoACGxwYQQjFmfh8NjxeOJq1JM+Q4PjqB0jqbJLqTaoCjwv8kuGjfRmPuJgWNpCprm6+K5ZISHife7aSrXPpLqmFpfu6ey5No9Un1it5X9DTXL5vqvayY4GsVY9e8OVUlOSmPLKAjIceyFmaRnh5Ef4+tCOpn63L3kLgCdiTpb/dbphF07VFwu3xiUhon18mNAqqfq1do9knQ6K+rCiRGWMrcxZ7mq3DVT3ULMAlQVgqs4bSkDfxeSRxwrc7NMxU489XMcjBCw8CILTQZ76TGlbk6VMZmgc1c5zViq+2SSIknVpChBCc3UER6ViVkfUfqGcSqKsWpdM9Vu2FgICYaln1bpMMd3IUHZg3kNBVbyPEfr3eyiPZ/p+edLPc5chUM/6MjZZebch1006C4TAkmqDJmkSFIAlFaPxOBJp6HbSlRcNKGJTWs2IIcDDqdAq7OqdpxvFsO0DyEnDzKy4fwR8PAEGDmkSocNTQw/+QbJQEEWeUBSmgcDCf6n6nL9ltSNOnL/UXFmKzhzFLwugStXlsKVpMqSSYokVdHRtALcpBCaqcNw3HgSk8E3xuSUH8jV4cV34LtlsGY+hIVW/jhWG2RmQ3qW777XA4X2wMR4EqGJ4SgZeoIKM8mxRgFZ/4Xk8dbZFpb+bzn5pqcFTwEoOki8wEvjQXKJBEmqLJmkSFIVFM3Kifm3xUQxHr8cVi2MMfl1C0x8zFcXJSsHLrgCunaAD172jSmpqFvGwAefQp4NFCA2BsaMCnTUpQqJDYYMsBw3DEa4PGQXZJOZ7SYJ5aSDb2ujtcVt882iiems4chUcObUeAiSdFqRSYokVcLx403ioqyYK9NiIgR8vwouPB+Cyh5YWyExUeDVIPUYOF1g/PeDuiqr72kCWjYDl5tSV1UMECHgnyVmzhroxGDxnae0JE/J0BNkyiQ9MwybPqXM46XZXES6m5P/j4nGF9VMa4YxDIZ/b8cUBZobvI4aOa0knbZkkiJJFXRiglLpeiQ79sBjL8K4a+C+8YEJ7uxmcMWl8P6nvgIYFgu8MaVqScq6b8Hyb+0We/V96qb9aWDVE+FYjxbQ/c6yK8cVq9/iKrupwmJz8ctrjUn/NZjRyzSC4mtmmq052vd/ndF3kySp8mSSIkknUS0DYq35MOBKcDh9Yz0++gzmfA0zXoWuHasetMkI8bFw9Qj46jtft09Vpg4f38oTqBaf4zhyFWYPjMPjUChIV/nt7RA2fxTMZbOyie9Udn2Z0MRwQim99Wr/ShM/3BeGy67hyleYP9BEcLTCZavtKJXo9ZIkqXbIP1dJKsPRtAKsuUcJFznEmvKJNeUTas3yF12r9IDY0BDoc56vVcLphFwrmE3QukVgAn/gDtj0Azx4J/z+PTRJDMxxq4kpXNDoPBeeQgWvU8GRp2IMFkS3rPh6Q0UadnZjsKi4bUY0uwJOL+EXHMNRWL/Kvntd8NdbBpx5tR2JJNUOmaRIUimOX6Cvgc5DlOK7JcSpREc2qNqMHUWBO8aCQQ8NYn0tH7eM8dUhCYTju3aq0s1TQxQFut9pQzUIQhp40RkF3W6zYQiqfPdMUIxGy0vsGCwQFOtFb/TSZlAO1tyjHE0LTPXc6mZPV0harGfnDD07ZxgoSKna79LlgnwraLJki1SPyO4eSTpOifEm1VUFVlWhfWu471aYORcaVm1dnPpO1QviznHT+/58Nn8QQnBc1T9JY1p7aHWJg9Yj7GydE0xChA6nO9Nfe+V4dW2V58JjCktHmHFZFRw5CjtnGNj7pZ4BM53EdKzYz+avLSpffqpn/WodXq9CTKzgsqs8XHmtu8RqyJJU18i1eyTpX8fXO6nSgFipzrJlFGAvzCz2mNXmoiAoFre+btVe+Wu6gR0fGLAfUzBFCc4a5aH3S64Kjan54TsdUx43YbP5xlDr9AJHoYLXCx06a7w900FkVPVdgySVRq7dI0kVdGK9kxqvECvViKKZQcczJ+eR/W9126NpcUSHFJ+SU1stLLFdvSiqgZAmGl6XQkxnrUIJSspRheefMmK3Q3xD4e/5Cw0VuFyw7U+V6S8befrFurm+kCSBHJMineHsNjdJaXsxZx6joZpXexVipVoTmhhOdGQDGqp5hFqz8OQf899qcwxLSKKg1bVuRvzgoP14N1HtKtbNs3SRnrw8X/fOiUOTjEYIChas+EFPxrG6P25JOnPJlhTpjBWweic1yI2bP9iOVbHRQMTQkbYoyA+ZqiqqbmvWe4D/koFsR3axFpaabFUJay7o9phvNlLnSRWflbT1DxVFKbvQcEgoZKTDzh0q/RvI0v1S3SSTFOm0sm++nq2vGRi9zo56kld3UfdOZeqdfHVFNA27uOn3mDUAEZePQPCl8h3vKHM4pCTjwYsRA+eIVjys3Ul/ev67oQC32/dVua5xucBgqLMzjsqsbluYSXqmIA0v8dStAbYnUz9HG0pScbK7Rzot5B9R+O0pI1tfNeDIUlh/r4m9X5fMUo7v3qlovZP9K00sezCCYzsM/P21hRX/C+fYtpr5wPpA+YxH1KkkKUcIJ5SGxBKMhT+U7YzXPcxKZb1vw28Ww/kja2QRwApxuXxxfTqvtiOpkJDYYCz6MJqEuWlot9arKcydu2oIUfaUY1u+rzWlbXs5J1mqu2SSItUYe7pSbd/urEkqSYt1WA8pOLIVDv2o469pBsRx778ndu9UtN7J7gVB7FpgoeCYjrwjenYvspD6Z/UnKSmkMU2dgYpKQ+IwY0JFJQgLicRjo4CnXS/hvvt/8Or7kJEN4+6Dd2aX/+u03eGrhFsdPvocxt7jW035rY/hzv/BgUPVc65qEPLwE4TefT9RwdGEu7MxeNLrRaJy6SgP4eGQmVHy787tgsIChYFDPMTV0HIBklQZMkmRaoQ9A5aMMLP3q+rpYUzs56XtOA86E6g6MEUIRiz7rwR6UfXYhnYrTeJUYps2rfD4k0um52CJ8s2wUPWCJn2cdBpbWA1XU9wiZQVWbEQRUeI5BYUYojioJrPOuRaSDkNOLvzyB8z+qvyVuyY86ivVH2iaBjO+8MWTkwcHj8CG3yEtI/DnCrQV6+Cym+GvnZB0hNCJk4j7/W8aqnmYM4+RlLYXu63uVrBNbCR49GknZjOkpSjk5vhaTzKOKWRlKnTorHHfI3Jmj1S3ySRFqlaaB355xMjSURbs6Qrb3jSwdJSZvAOBH5eQt1/FHCWIbO9LJOyZir97h/TkqpezB4QXIpt7CE3wkrnLUCPDKw4ryQhALePP1YQRzajj0HXn+RYCNBkhIgxWfgU63ckPvnId9LsMNm/ztaT0Gg5zvglc8KoKP33ji8do8JX/v3kM9O4WuHNUl+Q02PkPJKf6VpXesQdLZhqWoBjioqxV6v7R7d3rWxKhml06yst7sx1cOsqDwaCgaQqJjQX3POzm/TkOoqKrPQRJqhI5cFaqVkJA8lodhWkK7nwFj13B69KKdcMESvfHfd8KzbGCnN0KhljXf907MVYsQVWrHqvq4covs4ho5sHjUHDk1kyObxHmkyZDGhoCgSXdBlGR0Oos2Jvk+5ANP0WhQ5cbMrIgLR00AV7N96EcSCnHfMlS7+5w6AgcTQns8avLTVfBFwt8aysJAZHhcN+thAAhBJOfnAfH1Vc53slmAil5eYRfNxbnyBEUPP5otV/Gud00zu3mwul04XT4xqGUNeOnJmVtVwlrrmEIqe1IpLpMVpyVqp09AxZeFIQzD1QDnPeUizZjK794XHkcv/ZOfa99so7fuE53D2GEYMFc4vkc8tChsiZ3FgmeaIiMgMPJ0DihfDNprr4d1v7q+3ejhrD5x8BegBBwJMUXjzXfdz+invw+zhvqS94UfHGf8LMpqmCbYytettUR5C1ZwVbTCL1rIoYtf6JmZKBFR4FeT/6bb+A+77wauJi6w2WFhRdZaDTAS++XZJfTmUZWnJXqlIJkFb1FcNYoL4eX6XDmVV8fSdHgWEO6IDw0v94nKAB96E5X0YFflS3EEo2J/6YXF1BIIXbGiitICG0BuXm+sRSD+pX/BE6XL4GIjYb0TPB6T91NVBGK8t9KzKdq2alrln0BYaG+a8gtOeW8qL6KJei/x4TLQ3ZBKfVVFAVF01Bzc1GsVnROJ97ERLToM6fPRQhYdbOJ7O0q9kyFw8t1HF1t4fxXXCT2l7VapJJkkiJVu5jOGqNW2zEEQbcnoLpqjxWbvROA7p26QkXlXe05blUfYavyN14EOlQ0NPToGSoGMFm7z7fxC2/Dj6vh+88gMb58J5j7nm8ci6L4ZvkEMkGp7yIj/vt3VESpm1Skvop12mtEn98XvOEgwHnF5XhbtKie2Cspd59CQYpKYr/AJw2KAsENBcd+9XX/ai4IbiQIbSKnQUulk0mKVCMM/37T1FVTjbFKF2f7cwdk58BFfasnsABJIJ752gcsV9bxvfITWeTRiHgu0y6mD91R1/wK90321SPJzoUhYyA4CH5eBPpT/JlbjutCCrJU63XUZXv26Pny6yDWrTfh8UDXLi6uvtLOeee5KjxAuqiFpYneQ3ZBDnmeo2TZ4mjizkZYLNjH3oD5m3kIQ915CxYCNDesusmMxw6j19rRB1Gh9YLKo9vjLg59r8MUCUKDJkO8hDWvl6MOpBpQd/5CJKmSiqaBRgRbiHSXs3tH03zN97c+5KvQuuprCAupm5Va/2XGzAgxmBFicMknO7QFgx6OZfhaQ1xuuGbQqRMUCYD531p49IlwrFYVg8G31s2efwx8uzCIO2+38fCD+ZVLVACS8Q+wPWyIQ/tlAygKhfdPqlNlYXd9rGfb2wY8hQpeJ8w7P4i4bl4umhnYWUguq4I+GM65w83+BTosMXXnZyDVPXVgjLckVZ1Jn0lEUAUSjGkf+qbeZmb5ioz1vQzufrL6Aqxu0ZEwcgiYTBAXA3od3HpdbUdVL2zbZuB/j4dTWKiQmOClQZxGXKxGYoIXnSp4+50QFiysfAvT8QsYmjOPkXRs33/1VWpgDrvL5auPcqqSOY0He9GZfEmE26ag6gVnXxn4Ae7BDQVX/GznnDvcjFzmoNO9dbfWjFT7ZJIinTYKjjnKv/FVI3w1O2wFUFD4b/2Oa6ovuJrQohkM7gdvPw/ntPENgJVO6fO5QeTnqzSI04rlDIoCkZECrxdmzQ6uUqNHSGxwQOqrVMSOv1SefNjIRT0sDOodxIiLLMx4z0BebunbhzYWmCIFhmCBJdZ3sY0HyteQVLtkW7BUrxWNRQkuzEAfYkQxxpRvx6LpuWGhvlYHBHTvVK2xVrsxo3w3gCEX1GIg9cuKlWbMJlFmo0ZomGDnLj2pqSoJCZUf4BkSG1xqfZVi05QDZOWPOp56xER+nm/mkU4nSD6i8ObLBlb+oOOtGU5i40pmXc2He/E4vES00Ehep6tLvVHSGUomKVK9oB48SMhLL5P/8kuI0FDghFooEXEVn2p88xgItvi6R37dUmdX5z3THSGFbHKJIoLGJAT8+G73yYub6VRwaQouV2BeH6GJ4cVm/yThJT4kcKsrp6cpPPu4kQIbxCf8l3yFhgncbvh7m8rrLxh4YVrJ+iQd7vqv66X5SNmKItU+maRIdZvDgWnFSkxLv8ewdh2WDz7E07kzeef1waTPJNplIjSyklON7xz7378vvjBwMUsB8TtbeUudxS/KH7hxY8BAL9GFidpN9KRLwM7Trp2b9etNZT5vK1CIidGIjw/ch3bR7J84MjFbXVg9erJsgWlVWbpIR3a2QoP4kq1DBgMEhwhWr9CTctRNQiPZVCLVbXJMilSn6ff8Q/CUZzEuW46amUnQex8Q8sSTqHl5tR2aVI1+Un7mBt19LFfWo0NHOGHo0LFS2cCNuvtZqawP2LnGXG1HVaGgoGRLicsF7pxCrglZjLlksd8qCYkNJrZpU+Ii4gK6uvK2rToQZbcOhYRCYQHs3CHf/qW6T75KpTrN06mjb6qmwQAIRHAQ+W++gRYZWduhSdXEgYNHlZfIx0Yj4gkjBBNGwgghkXjysfGY+hJ2KjBQ+iSGXWpnxHA7eVaVY+kqdrtv7b/MVA/pB510EVu4LeU5ePU92PxXQM55vBKzf6q4urLQOGXBREGdmv0sSWWSSYpU5yk5OQiLBW+Ls0HVkZGSizX3KKH5mYSYXadFVVnpPyuU9RxVUoghCuWET1sFhViiOEoay5V1ATmfXg9vvJ7Low9bSWjoxWZTyctTCdWs3KH/iM90Y4nI2A8ffAbf/hCQc57o+Nk/sdacKs3+6dTF1y1V1pRjWz4EB0O7DrLKq1T3yTEpUsA5HLBhjY6UowpmC/Tu56VR48p/bXMOH4anU0es53TF8f1cHLHRRJ4GCwfWKY5/C8CFhdZ2JOzlIAIwUsYqwijYcTBHmYcXLwNFH8KoWtxGI9w90cZtt9rYs8eA1wstmrsIu3UFrMkDDWjaCKY8WKXznEzR7B9zch7ZVZj9M3SEl1kfCDLTFWIbFB+X4nZDgU3h0lEeEuV4FKkekEmKFFDLv9cx7UUjKcm+d0ahQVAwDBnm4eEnXQRXotFDa9wYrXFjstIKCL9gEIkiE0tQjGxBqQinE7JyIKGM9XwmPAZ/7Qz8CsiVoEeH+Pe/41tSBIJjZJJBFh48rFI2/LvoYhT3arcwTlxVouWlokwm6NixqKtFgaTDvpWhFQVycmukgu/xs3/yhIGjaVQoUWnQUPDEsy4m/89EWoqCJUig14PdruD1QLtzNB54TBZQk+oHmaRIAbNmpY4nHzLhsENUtMBg9DU52/Lh2y/1WPMUXnvHedLpnqdiNOsxuyNkglJRT78Gy9fCxsXFS/+vWg/PvuFb78fhgN4j4PYb4MYraytSeouuGDFSiJ1g/lteOJV0MslGADp0JNAAE0ayyeVp9XXQ4GZxdWCDmT0dGsX7Fl08cDiwxz6JkNhgRLIHu0EPlahKP/hSL/EJDr78VM/aVXq8XohvKBh9tYcrxriJjAp8zJJUHWSSIgWEpsG70wzYC33f5IqamFUVwsJBrxesXaXj940qPc+XfeE15pfNcO+T4PZAbh6cPxJGDIYnJ/medzh96/2kpYMmwKvB0ZRaDbkrHekuOrJB2YQRAwYMOHGRTS6+EaEawQQThAUFhThiSCeT6epMrvAOrXLXTzHntP7v353aBe64NaDjuRodz3XhcLhwOnyzeuQC11J9IwfOSgHx1xaVfXtVIiJLr9wZFAxuFyxbUrm8uKhwm8hNrmKkZxizCZwuOJICOXm+Lp/ktP+ev3QgdGzr6+cwmyEyHB6/t/bixTfm5E3tGTqKtqSTRQrHSCYNN24EAgtmGpNQrGsniggyyGalsqH4wfJtsPGPGr6CwBG5yVWemmw2Q3iETFCk+km2pEgBkZWp4HaDseyaWKgqpKZUbMyA3eYmzXaQ0EwdcVFWLJUt3FZNdrOPecr37FL2YcJIf9GDEWIQkUTUdmg+XTrAJQPg8/kgTBAa7Fvb53gOFzRKgNgoyMjyrflTy59oCcQzT3ufhcoyvlV+ZLOyjULsNCSOiH9rphxPjx5QyCCr+IGemw7L1sCKLyE2usbiD4TQxHD/CsqZ2W6SUAJamVaS6gOZpEgBERbuG5zndvu+lJdGExBdgWXZixKUKKuJyKjsOjVYViB4U/mYN9VZFGBHRUEg+EFZzdvM4X3vVLrSsbbD/JeA+Djo2wPW/+YbfxJ33BpHc9/1tbgoChTaaz1BKRJGKGPFFYwVV/Cq8gGvqR8SRUSpg2O9eAFBOGG+B9ZuhPsm+2Ys5eTCRVf5BsAu+eTkNfDrGP8gWlMm6ZlhpHGQeGSiIp05AvbXumPHDrp3705kZCQPPfQQohyVgjp27IiiKP7b+PHjAxWOVMM6d9VIbCzIyym9pcTp8K2BctGQipUWD9EbCTXr61SCAvCNsoRX1Q/R0EikAQk0IJF4GhDLEVK5Tfc/0kiv7TB9nv8fbPoBpj0Dvy4pnqAABFl8H9yKAsFBpR+jll0sLsCMiXxK7/bIxUo4oQwUfXwPtGzue8FlZvlWubY7oHP7epWgFCmqTNskTq2xFZSr4shKHVnb69/PWaqbAvJKcjqdDB8+nK5du7J582Z27tzJ7NmzT7pPYWEh+/fvJz09nZycHHJycnjrrbcCEY5UC4xGuPl2N6rO1/VTVEhKCCgshOwshc5dvfS5oGrrnxRmqvz2dghaLa59pqHxkTIXL16iiSz2zV6PjobEkcIx5ivlL/ylUY2DifX6/xZPrIEptNWhPa0YKi7Eig0rNgS+L0EaGjnk4cTFTdqVxPDvtJWEeN8AYbMJoiPBaICH7qzFK6i60MRwooKjCXdnQ3pylSvTBprXDfYM+OURI6tvM+HM+bf6rSRVQUCSlB9++IG8vDxef/11WrRowdSpU5k5c+ZJ9/nzzz/p2LEjsbGxREREEBERgcViCUQ4Ui257CoPkx5xYbb4VmJNS1U4lqpgL1Do2cfLK2+7is1+rQghID9V5ZfXQ9n0XggHVpmxZ9fOt7U97GevkkREUdfCCXSoqKh8r/x00uNkk8t7yqdcoF5FO90AzlOH86LyDoeRg4NPpKDwivYEo8XFuHGTzDGSOUYq6SjA7dp1PCBuK75TQjx06+RrSWrYAAoDU0a/NhWV0G8SU0j4gQLUl57EkV431rFaN9HEwgFBOLIU7JkKCy60sO0d2S0lVU1Avlb99ddf9OzZk6AgX1Nxx44d2blz50n3+f333zl69CixsbG43W7GjBnDG2+8gamMAQ1OpxOn87+CAVarNRChSwGkKHDDLR4uHuZl2VIdyUdVLBZBn/5eOnfTqtTSnrLZwk+PxeKyqdhzVZZOiMQcrnHTT+mYwmq2cqYdB1409JQ9dkOPDhuFZT6fTBo3qpP4W/kHHTrMGElTMnhDmcnXLGWm92XO5ZzqCL/eCsLCO9pz7OQfflTWkqtYiRPRDBMX0ZwmJXcYf63vBjBmVI3GWp1CYoIIOSAIWzYfdd4i0qLjSO9zCXHd2tZqXG1ucpOxRcWdqqIawBwtaDHaU6sxSfVfQJIUq9VK8+bN/fcVRUGn05GTk0NkGQvB7dmzhz59+vD000+Tm5vLddddx7Rp0/jf//5X6vYvvPACzzzzTCDClapZbAPB9TcH9s0pvrOdhK5u9q0woblBUQVdb7XVeIICkEg8FswU4sBI6U1DLtycTbNSnxMIHlafZ4eyhwbEYjjuz1BDI5VjTFSfZJU2FzMBXnq3nlNQaE9r2ovWcKZWdd+xB8beg8maj8jOpeFb7xLzyefs/fgrGnQ+u9bCanCeBgIsDQTCDaoeQhLP1F+SFCgBaS/X6/UlWkDMZjOFhWV/k3z//feZO3curVu3pkePHjz11FPMmzevzO0fffRR8vLy/LcjR44EInSpntAZIL6zC70Jwht7UVRIPM9V/gOsWAeTXw1ILA2IZbDoRz62UseSFGBHh46rxLBS99/JP/yi/EEEYcUSFAAVlViiOagcCdgCetJppn0ruOxiEAJF01D1euzXX4M7vmGthqUo0GyYl37TnXR9zEWbsXVnvIxUfwWkJSUqKoodO3YUeyw/Px9jBQYgxMXFkZxcdl+8yWQqsytIOjMkdHVx3l35tL/Szh8zgwmOLceovIws2PA7PP8m2Gy+WR8d2/kKmFXBJO0WftVt4QipRBBKMEF40cgjHydORohBXCTOL3Xfzco2HDiJKqOWihEDGoLNynZGiMFVilM6DakqnN0cDAZo1hhR6MDTovmp96tmigrnPV2BLw6SVA4BaUnp3r07Gzdu9N9PSkrC6XQSFVX2AhG9evUq1hqyceNGmjZtGohwpNNEls2F2a1Dr/dN5W3c20WvSTbCGnm5cLKVsEblmOKzdBU88RIkp0JmNjz1CjzwdJVja0EzvvC+xWDRFzce/7oyoQQzUbuJ6drT/xYYK8mLBuVYCM9X+0OSStG5Pdx3K6yZh3vsGNxR5ipXppWkuiggLSn9+vXDarUya9Ysxo0bx9SpUxk4cCA6nY7c3FxCQ0PRnVAgqn379tx+++1MnjyZ3bt389prr/HOO+8EIhypnju+ymx4lLVqNVJuuBy27YQvFoDH6yv7/nlgXmetOItPtensJYl9ykGMGOgmOv5XUKwM54jWGNFjx0EQJWe0efAACu1Fq4DEKZ2G2rXy3QDzkxMIS87DU5BFHnA0La5CqyZXRuikB0BVyH8tMF2oklQWRZSn6lo5fPfdd4wZMwaLxYKqqqxZs4Z27dqhKAp//vknnTt3LrZ9bm4u48aNY9myZcTFxfHII49w553lr2NgtVoJDw9nb1oyoWEn/1CQ6o+iNXqCCzMICzEGpojbpTfAwSNg+ndZ5nULICyAi9BVkIbGCPVmNivbSKAB6nENmgJBKuk0IIa13m8Cu1iedFqzZRRgL8wkPTuM/BhvtZTQN/z2G6al32P6bgkAzhHDcF46FHePHgE9j3R6y7daaRmfSF5eHmGn+PwOWGWnESNGsH//fv744w969uxJdLRvnYyycqCIiAgWLFgQqNNLp5GIYAuRxjjf2iWB8MyDvkqqifGw7tdar6qqovKy9hhjdZM4QipBmDFjwo0HGwWEE8Yr2uMyQZEqJCQ2GDIgjkzMVhdWj54sW2BbVQzr1mOa9y1qlm+NJNO8b9HCwmSSIlWbgLWk1DTZknJ6OppWQKwpn0i3I3BJSh2VxGE+UueySFmOHQd69AwUfRivXUMXOtR2eKfkwsVKZQN7OIAeHT1FF7rRsdS1daSalZ+cR3ZBFnmGKNz6ACYqmkbEiFEY/tgCgLtbV3IXLaiXyw1ItadWWlIkSaqY5jRhqvYIj3M32eQSRsgpx7PUFRv4nUfUFzioHP23XInAgJ6uoiPTtadpTEItR3hm8y9MWJhJnjBwNI3AJCqqipqZibdJYxCgZmTIBEWqVjJJkaRaFkwQwdTNhf1Ks5W/uVX3P3KxEkskRowIBHYc/KJs5ib1fuZrHxDB6d0SVteFxAYjkj3YDXpwnnr78sr77BO8Cb4kVJeaGrgDS1IpZAosSVKFvKN+Qja5JBDnr7iroBCEhQbEslPZW6HFFaX6xXv22RAUBEFBeFu0qO1wpNOcTFIkSSq3dDJZo/xCGMGljj0xoEdFZb7yfS1EJ5VG5CbLGipSvSW7eyRJKrdscnHhIfQk3VNGDKQpGTUYlVSW0MRwSAYKssjMdpOEUi1TkyWpusiWFEmSyi2ScAzocVL2uiwu3MSK6BqMSjqZ0MRwoiMb0CSmkNBMHWm2g9htcl0dqX6QSYokSeXWgFj6iR5YsSFKWYbYgwcNjcvFJbUQnVSWkNhgLEExRIWZCdGXf021us5dANvfNeCx13YkUnWRSYok1UfpmfDyO+Cu+W/EE7SxRBJGCum4/m1RKZrdk0YGrcRZXCEurfG4pDOLPQP++VzPjg/07P9Wjz2ztiOSqoNMUiSpPhEC9h2EV96D2V/D4hVwtGangXalI+9pU2kiGpJJNikcI4V08imgm+jIHO31Mld4lmqXXp+O2a0jy1a/VyvO3auw+FILW98wUnhMZfPzRpZcaiH/sCwkeLqRA2clqT7Z+Afc9ShY8yHPCg8/BxFhsOprCK+5QnAXit6sEd+wXFnHHvajR08P0ZledC22FpFUdxSVzacwE2eWiySqZ32fmhDeQtB4kJf93+gRbhAaNLvUS0jjellAXToJmaRIdZKSngHPPAcvPg5REbUdTt3RswsM7AvfLPat6qzXwb3jazRBKWLBzEgxuMbPK1VeTazvUxMUFRp093JgoZ6QJhqaS6FBTy+KbEg57cgkRapb3G7MG9ZgXLceVv8Cb82EXt3goj6g09V2dLVPVaFpIzCZoFkjcHugTcvajkqqR0JigwkhGHNyHjkGMxkBrEZbk8LPFrQZ66bNDR52zdYT2lSr7ZCkaiCTFKlOMR05TMQLr6LPyoaCApj5JXy3HL6b41vFWILe3cBihssugU++gcQGtR2RJNW46HM0os/xJSbdHpNTqk9XsvNYKmb9JCM/P1y+KYpCwO6dKsuW6PhpuY7cnKqf33lWC/LuvxuM//aTW0y+Lp/6kKBoGlx0lW9Aa3Xq2hHGXwvRkTDpNkioBz8bqU5yZLhwkyLrpkh1lmxJkQBI+03l0FI9yat1oMBvTxlpNtxDg+6lN6Hu+lvl1ecNbNuiw+Hw9RFHRApGXeHhrkluzObKx6IWFCKMRmjZHAod4HBU/mA1ZfFyWLUBDh2Ftz+G/Qdh3NVwVtPajkySSqUY9USGZOLODCONg8RTPwfRSqc3maRIACSv1rFvnh5Hlm/k2b75CsYIUWqS8s9uhYm3mDiWphAeLoiIAs0LVqvC7A8NpCSrvDTdWekhJI6+vXHGRBB05WBYsQ66dKjKpdWM6TNhXxLk/TvrZsEPvkGuMkmR6ij/2BR9HtkFOeR5jtbLQbTS6U0mKRIAXR52k7xWhzPHl1lEtNTofF/pTcDvvWHkWJpCfEOB+m+HoU4PkVGCwkJY9aOODWt09L/IW6lYvPEN8EaH+waJDrmgUseocYvnQO8RkF8ABgNcNRwuHVjbUUlnkEMcZYWyHis2GhLHxaI/keWoV1O0vo9iMOMSJuw2t2xRkeoMmaRIgK+7xpmjENpEQwgoTFNQShmxlHxU4Zf1OkJD/0tQjhcUBNZcWPytvtJJSr2UZwUEnNUEXG7Yc6C2I5LOEHYcPK1OY76ylALs/tWpn+ct7tNu4RZxTakrVp8oIshIeg0ulGxNUghqKNBXoWtYOv3JJEXyG/Spg+BEAQIKUkt/U0tLUXA5ISKq7OPoDXAo6QwrWNAgFj55C9q3gqwcX6IiSdVMIHhEnco3ylKCCaIhcaioePGSRS5T1DcwaHpuFFfWdqjFuAvgx6vNNL3YS48p9bv6rVS95OweyS+ipcAQBIZgiDi79MqNFguoOvB4yj6OxwMhYWdY5UdFgQ5tfF1UsdH1YzaSVO9tYxeLlZWEEkIEYf5qvzp0xBGNQDBd/ZhC6sYKfELA+vuMLBxgwZGpcHCpjm96Wkj7VX4USaWTrwypQlq302jaXMOaV3pLidfreyMaOOQM6uqRpFqyVPkJB05CKX2waxQRpJHBGmVjDUdWNq9LwZmj4MpTKEhRER4wRZ5hX2qkcpNJilQhOh2MHe9Bp0JOtoI47r3F44b0NIXGTQSXjDhJU4skSQGRqWQjEGWOOTFgQCDIJPuUx3JmHQZnWrUuPqgo0Oc1J/pggTFcoDcLmg33EtlaJilS6eSYFKnCRl7uITNd4aN3DKSl+t4ehfANvm3aXPDK206ioms7Skk6/UWJCFCUMhMVNx4UlFOuSh2aGI6Soa+RxQcd2Qo6M7S70s3BxXp0RpmgSGVThBD18hVitVoJDw9nb1oyoWE1v7iaBAf2KSxdpGffPyoWs6BXP42BQzwEh1T+mEfTCog15RPpdvimRkqSVKYtbGe07jZMmErt8kknk2giWe+dT0gZXULHs2UUYC/MJD07jPyY6ktUhMC/GODx/5bODPlWKy3jE8nLyyPsFJ/fsiVFqrSzzhbc/YCcxSJJteVczuFi0Z+FygoEGqGEoKDgRSOHXDQEd2o3lCtBgf9WSY7yqAh99f1tH5+UyARFOhmZpEhSWeYv9RVmGzG4tiORpFIpKLymPYVJNbFYWUkKx1BQEWiEE8pE7SbGizG1HaYkVZpMUqTT2y+bYe1GePTu8u+TlQNJh2HKNN/XvIQGvvL2URHVFqYkVVYwQUzXnmECN7JcWeevOHupGEAcMbUdniRViUxSpNOTNR/+2AaPPA/5NjinNbQ+G1qddep9X3gLFq/wHUNR4PqJcMUweO6R6o9bkiqpFWfRSpTj9S1J9YicgiydnhYtg7ufgOQ0yMyG+ybDuPvKt++Dd0B4KDicvltEONw7vlrDrQgNjZ38w69s4SBHajscSZKkaiNbUqTT05hRvq6ehT/6StSHhcKcN8u3b3ycrypdwzgQ+EroxtaNOdWLlRW8o3zCbmUfHryYMNJbdGWSNp4u1IPVoqV6Qa9PJzTfS55DkysjS7VKJinS6Umvh4wsCA/zraujeSs2puTBO6FDW1+ysmdftYVZEZ8o83hKfR0nTiIJx4AeB05WKOvZotvBTO8r9KRLbYcp1XMhscGEEEx+ch4UZJEHHE2TiYpUO2SSIp2+Jt3mS1ZaNodlayAkqPz7jhn13787tQt0ZBWWRjpT1XfQ8JLIf+sCGTAQQjDJHOMJ9RWWa5/712+RpKooKvAWVJhJnjBwNA2ZqEg1Tr6bSaev87tDj3N9LShjRoHRWNsRVdoiZTm5WImh5PLTCgrRRLBHOcAvbK6F6KR6xeuF7NxybRoSG4xZH4HRLL/PSrVDJimSVA/sVw4hEGW2klgw48HDAeVwDUcm1TtvfASDrwFX9a3RI0mBIpMUqc7JLbCTXZDl6xOXADBiLGMJOR8Nzb+dJJVq2y649AaYuxAyc6D/5fDqe7UdlSSdlExSpDqlUXwwbn0cqZYwDqdrZBw6hC2joLbDqnV9xXno0OGk9G+/VmwEE8T5olsNRybVGy4XHE6GpCOQk+ubnr/uN6ify7dJZwiZpEh1TqP4YOJDmpEf4yU9Owx7YeYZn6hcKHrRTrQkgyzceIo9Z8eBjQKGiYtoTEItRSjVed06wTUjwWKGIAtEhMG8D+XiOVKdJpMUqU6yhBiID2mGiNfh8cTVdji1zoiR97WptBYtSCeTFI6RThbJpJGLlQtFb6ZoD9R2mFJdl2+DBjEwbBAY9JCWUdsRSdJJySHbklRPtKAZ32kzWaQsZ7GykmxyaUIiV4ihDBJ95XgU6dSefgCmPOSb6ZZvg9CQ2o5Ikk5KJimSVI+EE8ZYcQVjxRW1HYpUH5nN//1bJihSPSC7eyRJkiSpDBl/qhxcoqvtMM5YsiVFkiRJkk6gecF+TGHtXSa8Toju6MAcIzBUoHC1VHWyJUWSJEkqk2LUY7GnYc48RlLaXuw2d22HdEoFKQqbphjxVqFe3Y73DHw31ExhhoI9U2HxUAtr7jQFLkipXGSSIkmSJJUpJDYYS1AMcVFWQjN1pNkO1tlERfNC5jaVP18zsPcbPfvn68ndW7kp1i2v8mCwgKdQwVOooA8SdJxQN6/7dCa7e6Q6zeZxYXQohJi12g5Fks5YRSsjm/V5pObqSeMg8TTDEmKo7dCKSd+ssm6CCWeegsuq8PtkI6YowYhldkzhFTuWJU6gmsAYKlANIDSI7SLfh2qaTFKkGnH0iEJ6qkJQCLRqo6GWow3PEmLAYEvAEZTO4XRBnOcQlqAYQmLlSqySVBsUo55Qs4pLXzer1DbortF8hJfdn+gRHlBN0PV/rgonKEXaj3ejM0FIY43ktToU2fdQ42SSIlWrXX+rfPCmgY0bdLicoNNDi7M1brzVzSUjvKcsdtkoPhi7rRFp+oOQGUYcmZBBrSYqKaSxRzmAXujoRDvCCK21WCRJ+o+igilaoDND2FkaXpdCcELlE6rW1/9X3Tm+p2xFqQ0ySZGqzfatKvfcaiIjXSE0TBARBR437N6p8uTDJrIyXdxwi+eUx7GEGGge0pKjFGA3BWF2OWog+pKSSWOq+jbLlXUUYkcBoojkGm0Ek8R4LJhPeQxJkqpXYj8vQQ0ETYZ42Pe1nrBmdbPVRyofmaRI1UIIeGmKkcwMhfgE4e/eMRjAEiTIylR49w0jFw720qhx3X8TSeUY16p3s1vZTyjBxBKNQCOPfN5SZ7FXJPGB9oKs+ipJtSy6g0Z0B1+rR7tyfAmS6jbZwyZVi+1bVXb/rRIeKUodfxIZJbDlww/f1Y88+V31U/Yo+2lILBGEoUeHAQMxRBFJOMuVdSxRVlXsoFk5cgXaM5gDBz8oq/lI+YIvlIWkkFbbIdVLOdmweIGOzz7W88N3Omz5tR2RFEj14xNCqneSDqg4nRAZXfrzqgoCOLCv/NMD03RH+cmyHK85l+ZKE4aI/kRQyRFxFZCPjQXKj1gwoy/lTyYIC7lY+UpZzGhxSfkOmp4JQ6+Hx+6B0UMDHLFU132nLOd55W2OKqmIf/8LJYSrxDCe0O7GLLsOT0nT4MO3DXwxW09uru99RAGiYwXj73IzZqxHLvB8GpBJilQtTEYBiq+h4GRvFKZy1EZy4OAV/VQWNVyAU7WhEwqKqhBNJPdpt3CzuBqF6ns3SiUdGwUEU3apSRNG9ipJpz6Y2w2PvgC//+lLVF56G+YuhFefgqaNAhe0VGd9r/zEJHUKdhzEEIURA9q/XYczlS/JUfN4W3u2Wl/Tp4N3Xjcw4z0DBgPExgl0OvB4IDdb4dXnjAgNrhsnu3vqO9ndI1WLrj00wsLAmlf682436FTo0dt70uMIBM8ZnuJr/ReAINYTS6w7khhXJHlYeUZ9g0+V+YG/gOOYMaGi4qXsWL14sYhyfPsVAtb8AvsPQV4+HDgMew/43l2l054HDy8r71OInYbEYcRXZ0RFJZJwwghlibKKTfxVy5HWbclHFT6fbcBohKhoX4ICoNdDTJzvC9JH7xrKfP+R6o+AJik7duyge/fuREZG8tBDDyHK0d8+b948mjZtSkJCAnPnzg1kOFItio0TDB3pwV6oYLcXf87jgcx0hWYtNC4YdPIkZZfyN8vUpYSIUKJ0UQgMeBU9aIIYVyQCjTfUjynEftLjVEVjEmgvWpGHrdTnBQIXHoaKAac+mNEI382GsFAIDvLdHpkILZqddDcNjZ/ZxJPqq9ytPsXzyltsYxcCOaalPvmdrexXDhFNZKktJSEE4cTJd+qKWoiu/ljxvY7CAgiPKP31HxEpyM5SWLNKLgxY3wUsSXE6nQwfPpyuXbuyefNmdu7cyezZs0+6z44dO7juuut48sknWbZsGU899RR79uwJVEhSLbvvERcXDPKSn6eQlqKQmaFwLFUhM12haXPBK285sVhOfowVuh9wKA5C8C0rbzDo0OmMuFUdTg+EOYNJ1Y6xRtlYbdehoHCrGIMRPVnkFEsMNDRSSCeGCK4Rw8t3wKNpEGSGcVdDdCRkZp908xxyuUG9lzG6iXykfME3yhLeUmcxUncLD6rP4aIKC5RINeqYkokLN6YyZoEp//6XwrEajqx+ycxQQKHMopB6va+bOTNddhbUdwEbk/LDDz+Ql5fH66+/TlBQEFOnTmXChAmMGzeuzH1mzJjBhRdeyPjx4wGYOHEin376Kc8991yJbZ1OJ06n03/farUGKnSpmgQHw+vvOlm7SseSBXqOHFYICxcMutjLJSM8REad+hjZShYCin3rVHQKBkx4DS70mhlBHpmc/IO+qoaLQRzRUnld/Yhk0tChQyDQEMQRzRvaZFrQrHwH694JVs/ztaY8cZ+v36sMAsE96tOsUn4miggsmFFQEAjysfGFspBQJYSnxaRAXKZUzcIJRY8ONx5/V8+JBIIoIqrl/P/8o2fuV0Gs+smE06nQ4Rw3V19VyEUDnOWqAl1XhIUDouwxb5rmK2MfGiZbGuu7gCUpf/31Fz179iQoyDe4sGPHjuzcufOU+1xyyX+zIc477zymTJlS6rYvvPACzzzzTKDClWqIwQADL/Yy8OKTd+uUJUJEoeB74y6tedyDBwWl2t7UiygoTBA3cqG3F98o3/OX8jcGDPQTPbhcXEI8cRU4mOJLUAAsJx/H8gfbWKf8RgThBPFfs5OCQhihePAyV13EXd4biCOmMpcm1aDeoisJNCCNdBoQW+J5Ow706LlEXBDwcy9ZaubBhyPIzVMxGnylAQ4f1rFshZlrrirkxal5/rEddd0FAz189I4BWz6EhpV83pqnEBoG/QdU7n1HqjsCljtbrVaaN2/uv68oCjqdjpycnHLvExYWRkpKSqnbPvroo+Tl5flvR44cCVToUh12kXcwJmGikIISz2lCkK3mEeuN4gLRq0biaUcrJov7+Fb7iK+0d5kgbqxYglJBK5T1uHARTOn9YhGEYSWfVcrP1RaDFDhmzNyp3YAAsshBw1d0TCAoxE4WOfQQnekvegb0vHv36nnwkQjybQqJCV7i4jRiYjQSEzWCLILP5wbz8az6syZWqzaCQZd4sNkUbPn/lRsSAvLywOGA0Ve7iYuXLSn1XcCSFL1ej+mE+aRms5nCwsJy73Oy7U0mE2FhYcVu0umvg+jEBdpArEoe+Vj940GETpCn5qMpGlcfG4r9UCa2jJKJTH1nU3x/D2VNR1VRUVCwlZLESXXTOHEVD2m3Y8BAKukkk0YyxyigkP6iJx9oL5Zaj6cqvp5nITdXJb6BVqJ7JDRUoCqCOZ8G43YH9LTV6onnXFw60oPb7RvrlpaikJaqIITCNTd4uPvBenQxUpkC9pcQFRXFjh07ij2Wn5+P0Vh2mfCoqCgyMjLKvb105lFQeMb9AgYMrFKXcYxU35gMRRCqC+O6wglc6BlEerahTiw+GGgJogEovgG6ainfKdz43ogTaFDToUmVpKBwr7iFy71D+U5ZwVEllWARxEXifM6jc6m/56pa9ZMZg0GUWbMoPFxw5KiOvXv1tGtXP6bDBwXBC9Nc7P7bw6rlOqy5CtGxvhaWs86WLSini4AlKd27d+ejjz7y309KSsLpdBIVVfboyO7du7Nx40ZuueUWAP78808SExMDFZJ0mggmmBfcr7FXuY216k/YFBtxogGDvBcTq4vDHuLGpk/BFNoEkXd6DageLgbyBjPIxVrquJtMckigAQPE+TUfnFQljWjIXWIsNTGL3OVSTjowVlUFQlNwu+tXATlFgbbnaLQ9R65QfLoKWMrer18/rFYrs2bNAmDq1KkMHDgQnU5Hbm4uXm/JAUyXX345X375Jdu3b8dms/Hmm28yZMiQQIUknWZaitaM997JfZ6HuNY7lthqHAtSU9yFCkvuiiTnQOkjFpuQyK3atThxkU4WHnzfcl24SOEYRgw8ot0pV2CWTqpTRxcuZ9kJiM2mEham0axZ/WhFkc4cAR2TMmPGDCZOnEhMTAyLFi3ipZdeAiAyMpLt27eX2KdTp07ce++9dOvWjcTERHQ6HXfddVegQpJOE9YkhRU3mnCepHqk0xNDbmH9qRciBBxcZ2LzB8HsX2li3dQw9v5gxuMsue2D4nae0O4hmgjSySKZNLLJpZloxGvak1wphtX8BUj1ytVX2TEaBXnWkomK2w12h8Jlo+yEh8tuEqluUUR5ysJWQFpaGn/88Qc9e/YkOrqM1eVOsHPnTpKTk+nfv3+5x6RYrVbCw8PZm5ZMqBxEe1ry2OHgEj1HVupIXquj9bUeYrt4aTrUi3JCem23uUmzHSQ0U0dclBVLUEydHpviyFWYPTCOwgwVp1XFGKIRFK0xckY2Cd1KH/Bno4B1ym/kkU8DYugjumMsoyiYJB1PCHjq6TBmzQ5GAOFhAlUV2ApUHHaFjh1dfPFpNjExJ+82sWUUkG9VyQpyE2JOwBJSeq0XSTqZfKuVlvGJ5OXlnXISTMCTlJoik5S6y+uGRQMtdHnIRbNhla9TkP23ysqbTNgzFNwFCsZQgSVWMPx7O+ZS8t+iRMWQLogJzScqOJrQxOpfJbmyjvxiZOH4KPJTdFgiNfo9bqXreDlLR6oemgaffR7ErDnBJB3UIzQIC9O4fLSdiXfZTpmgQM0kKW4bLBpsoffLThL6yLEmp6OKJClyFWQpoPZ/qyNlvY7CNIXNU41kbPXSdpybkMSK58JR7TW6Pe7il0dMeApAHwz933WWmqAAWEIMNA9pyVEKUEz54HZU8Wqql6b5ynpHn+3BXajgstWvQYtS/aKqMPaGQq67tpD9+/W43dC4sZewOlKVVWiw51M96Vt0ODIVtrxoJLWPl3bj3VhkncIzlkxSpIARGvz5ipHCdAW3VcFtgwPf6kjo6yUksXItKoVpKnqLIKitwJUPrrzT54O8wTluBr6QS8tLHBz+2UR4YzloUap+Oh20alX3XmteF2x/z4D9mC9hz9iqUpCm0GSIF0s5Wnmk05NMUqSAUVQY/oOdhRdZ8BQoqEZoN95DYv/Kd/k0H+EbhxLXTSNlnY7YLuU7lsvhwSFyUTL0dXZsijlC0Hq4r7WnWf9SRsxK0hlEb4ZL5jlYMsyMx66gN8O5D7qJPVcmKGcymaRIAWXPUFAUiGit4bZB7t6qtXwEJwiCE3zN0YkXlC9BiQ4xkmaz48wKOy0LvElSbchPziO7IIs8QxRuTxyx1TAepSBVQdFDgx5ebEcVrAdOn5ZTqXJkkiIFVHgLwYCPnUSfo1GY5ltOvaYdPzYl1aMQnnMM4arbg2glqa6yZRRgL8zEanNREBSLWx9Ho/jqSfpjz9UYOMtJ1DkatqMKekvdGC8j1R6ZpEgBpagQ09HXPFvUAlJbGsUHczQtDrfOgMOTedKuH+tRHW67QnTLutdXL0m1Sbg85NiiyA5zEh/SqFqnHat6iO7ge/8IbSwTFCmAxdwkqS6KDjHiMHjxeE5enXbuZTF8c3U09XNCviRVUnombPzjlJuZY40YkHVRpJonkxTpjPbHR8G827kBjlwVe47Ke50bsG5qaG2HJUk1Y9JkuOMRKCh7tXpJqk0ySZFOe05PDBmqk6ycY+QnF6+t36CjGwQUZvmSFOFVaNBBLvEuneYW/gidB8Ef2yAzG3oOg2vuqO2oJKkEmaRIpzVLiIFG8cG49XHkGaLILsgqlqg06uFCZwJDkMAUqqEz/TctWKoGQsCsryA5rbYjObN16eArmJKdC7YC8Hqhf+/ajkqSSpADZ6UzQqP4YOy2RqTaPNjSNeI8h/zr+zQ6z4kQCkExXjJ2GhDCtwR8dREInDgxYkQ9k74n5Ntgz3549X1Y/xu8+BjERlfvD1sqXZNEX6KSkQWhIb6E5aaryrWrQLBBXct83Vf8pW4BFLprPRntvZIeWm+U2pjSJ522ZJIinTEsIQbiaUYaB3GkBxET6puafOnbNXP+HHL5QlnEXGUR6UoWJoyMEIMYq11Oa1rUTBC1xeOBAVeCNR9y8mDdrzDoGl+icsmA2o7uzNSxra9Wfr8esOAHcLnAYj7pLgLBNP3LfK6bjRs3Jnzb/6gu4Sd1Bbd7JjDee6dMVKSAkQsMSmeko2kFGDzphLuza2QhwjTSGatOYruyGx06LJhx48GBgxgiedc7lX70qNYYKmzeEnC54drLAnO8uQvh2TcgORVCguHcc+DrDyDIEpjjnw6cTnjqVbjrRmjaqLajAXxF3HIMZjKcoWxP+InHDA9hwkQYxf9mcslBw8sb7vfoo/WvpWil+kAuMCjVGxnpCtlZEB4O8TVYV6Wo+yffoWIsNKBkFFRrVdon1FfYpuyiATEY+G8ap0CQSjr36iazxvs14dSBhDs9E3bvg+em+1ZBbNQQWjaHhg2qdtzzu/uK+zVqCA4ndG4vE5QiQsBfO30DWRf+6BsrctNV0L0TGI21FtbxVWaFPoSvdXPxKh7CRMkp/RFEkkYK3+jmyiRFChiZpEi1YtffKh+/r2f9at9qrHo9dOvh5abb3HTveXqt1bGfg6xWNhJGSLEEBUBBIY4Y0shgkbKcseKKWoryOG/Pgq+/g7x834fnrQ/CsEHw2uSqHTc4CC6/FK4bDcvWQOvTvIurImwFMP4ByMqBPCssXwObtsK7L0DvbjUfTilVZkPjXexS/yZYhJS5n4UgNqu/4cGDXn68SAFwBo3ak+qKLZtU7rzRxA+L9YAgOESg6gTrftJxz61mVv6oq+0QA+pP5W8KKCSU0t/c9ejQEGxR/q7hyMrwwO2QEO8bo+B0QXQkPHZP1Y8bHQlTHvIlJ/fcAkMuqPoxTxehIfDS474xIV7NN5h4zEjo1bXGQylKUNKzw8gIiyQsohGN4oPR0ABx0vEmCgoC/t02sOzpCosvNVd5PTCpfpFJilSjvF547kkjWZkK8Q0FYeFgNkNoqK+7p7AQpk42km+t/lgsIYaT1lAJFMGpu7EUQJT1xr57H5w3FI6kBDawsoSH+Qa4xsdBYvx/iYpUvUJDfclJi2a+ZEWvr7WZTx5PHCJeR3xIM3+V2QgiSRSNKaCgzP0KlQJaaq0wErguKs0D/3yh58/XDOTtU/nzFSM7Z+pxy/pzZwTZHifVqF9/1pG0XyUqWqCekCIrCkTHCDLTFVb+qOeyq6p/HZ2i9X1S9SWnJgdKB9GGICzYKCi1NcWLFwWFTqJd8SdsBfDR57Blh2+q6LNvQIc2cNt1YDIFLL5STb4fWp4FBj1s21W956pLPB5fJl3dP9/SnN3M12I1eiis/hmaNa75GE5CReVy79W8pH8WO4VYCCr2fAEFqELlcu81AT2vMxf+mm6gMF3Bna9weJmOjD9VEvp5iWhZL+d9SBUgW1KkGrX/HwXNC6YyZjrq9YAC+2uwSbdRfDDxIc3Ij/GSnh2GvTATW0bZ3xYrqg1nc77oRi75eCieeAkE6WQRQxQjxeDiO2Zmw6fzYNV630DKpSth9le+sSLVbfhgaHO271v9ZZdU//nqiv9NhYGB/ZAtt6gI33gdixmGXgTtWtVOHCdxhfcaLtQGYlXySOcYhRRQSAHppGEjn6HaCIZqwwN6TksMXPC+E0MwKDrQWaDHsy6ZoJwhZEuKVGUOB6xbpePwIRWTSdCzj5eWrUt/A9HrfWMxT1owTfybrNQgS4iB5iEtOUoBqR6F8BxfDZVATU1+XnuYg+pR9ipJmDBhwYQbDwUUEk4Yr2iPE80JXSrNGvsGq976kK/LJSQIPnwF4mICEpN0nF+3wNsfw/bdvhf0NXfAVSN8rRqnK5cLcq0Vej0ZMfKS+w2+0j5nnm4uaUoqAC1ES67wXsOV3jHVMmC28JiCzihocJ6G7ahCQbIcl3KmkEmKVCU/Ldfx8rNGUv9909CE74tgnwu9PPmck8io4tt37eHFZIbCAgguZRyp0+Erftn1vNqZ4VPU/ZMHAe3+aUIi32jvMVv5hq/VJVjJx4CeK8Sl3KxdRRc6lL7joWTfNN0eXWDHbjiaCl07VikWqRRHU+CP7XAs3fci3vQXNE48vZOU56bD0lWw8bsKTXM2YWKs92au9Y4lTUlFQSFeNERH9Q14T+jj5YIPnMR108jarhKccHrNAJTKJou5SZX28zodD9xlwl4IUTECg8HXQlJgA6tVoWdvL+/OdpZ4/5t4s4k1P+mIjfPtU8TjgfRjCu3aa3yxyFHjrSnHs9vcpNkOEpqpIy7KWmqiknNAhzlCYImq2BumCxd55BNMEEGcok6INR/SMqDVWbDzH1/riqwtUj1uug9+XO2rDdMkEX7/nhIDp04Hv2+Fe5/01arJyfW1pFx2CTx6d7GZPfkx3mIDZyUpUGQxN6naCQEfvGmgwOablVPUdaMoEBIKeoNg02861qzUMXiot9i+k19wkX27iR3bVBQFjAZwu32fDWe1ELw43VmrCQqcuvtHaPDVFTFEnuXh6nlZFTq2ESOxRJdv47BQ3w3q5BiF00rqMd9sJp3ON3jW6z09kxRV8Q3KTkkDjxdQ4J/9xQq3uWPiaB5ffcUNJam8ZEuKVCl7dilcd5kFs1kQVMZ7WVqKwkUXe5n2nrPEc7Z8+P47PYsX6ElLUYiKFgwd4WHYZR6i69iQi6NpBYTs/BkzhQS1acaWd9pwYEUYjhwVfZDAYBb0f9JK28vstR1q2f7f3r3HSVnX/R9/XXPc4+yBPcGCuN6RogkqoKiYihqKiFSmoHc9PNBtZFpWplRqdtBMBSXLvNVC+1E/zQT1NjW8UxNbVAhRQlAJEHbZE+zOzJ7m+L3/GFlZ9rw7s3st+34+HvOQmbkOn/l67TWf+R5r98KHO4Zk3o1hY18DZKaD250or+LCoY4odRbfnuiUHTdQOIrgM4/TGM1gb0aEULSAsUpQJIVUkyIpt2+vRTQCnm76lTpdUFPVeQe3rGy4+LIoF1+W+mHGAzW2OIO8OTcTIcaO5U/gyvITbvTRUu/AEQTf2Cg5h9n8c3z7NnhnM6xZlZg4TDrKz/3k34dyggKJttWSokRfpzf+iVXfQOan8mlqKiIra1j+bpVDlJIU6ZecnMQInEi465E4sSiMKhzeN7zMW28j7dlnsQJBHC4nR1z2JXIu/iKb3N/HnWlhWQ4KjowyZkpkqEPt3LN/hZvvSvQ/CDbCKXPh6Anw+INDHZkMpZ/dlPjDdTggFMLUtQ51RCKdOgQbXGUwHHVMnAlHxvE3WHTWYBgOJ/qnzJpt8xqGHkRmnApYWH4/jvoGXB4X9VPOwZnh4piLGiiZHCZrdKzH4wyZycck+ljsq0/0Q4hGYYbNVluWwefxtPW3Cda1sq9pLztq/fjDIXWUFVtRTYr0i8MBC6+JsPh6L7U1FqNGGZwfz4HS0gL+eotJx8eZOcueX+DVbzoI7nLwqS92n0SFzz4L43JhcnISPXvdbsLHHc3cv+wmL9JKdqnNf4EeVgonHpfoY5Gdlfj1fNWCoY5KbKCxtgkTjn7SWdZVpL4oYjtKUqTfzpoV4wc/CXPvz93U1lhYViJJcXvgpFNj3H5PmHSbjZaNhaFxl8Xfv+kl1gqjPhMjc7TB003frejkSUSPORrHvvpEGxYQbo3Sahqwal1JnUI/JY75dGKkyhmnwJ+fg1BIw5gFE46yp8HBPp+PkqyxqkERW9LoHhmwgB9eesHFRzssPF6YfmqM46fGh2pttG5tXOZOLE4WtIhHwOODwikxznms4wikruyfQ8VdYyjIDpKfmbyZaUUGS7DCT707jdpQtmpQZFBpdI8MKl8OfOGS4dH35Mj/jPDhEy5aai3iYcgcHef47/at0+uBc6j4ozXQtBcqUKIiIpJkSlJkREn7eJp+b47B4U50M8mb2L8ptseWZNLSOJY9jalbQVkkFQ6cuA1X9lCHI9IlJSky4ky6LoIn25A52lDxdyeOASw5kp7lpoTDqWIHrTUZFGQnd2FCkWRqP+29+qKI/SlJkRFnwsWfNE0VHDfwhcrU/CPDgZ3X5TEGNr/roLLCIiMTjp8aIyNjqKMSO1CSIpIknTX/HCjNlavERYZUNFqEKYlQkjbONgnK+jcd3Hunh/c2OQiFwemAomLDpZdH+MrC6CG5fJL0npIUkSQ6sPknyCd9UwpMOs1N1YNewxKPQbjRIi1nWA7ik0PcW2sdXP+1NPwNkJNnyM1PjJavq7VYeqeHulqL7/7AprM5y6BQkiKSZPubfw7U0hhhj9Uy6B1s1y7L5t0VGSz8RzVOT8pPJza1v6lnX8BHoyeGHVZvisdh6c89+Bvar6TucEBBkcHfAE+scHPBF6IcOVFJ9kilJEVkEAx2B9vqd9387eYc/LudtOx18OjZRUz8fDMnXR/gDTZQbv2TCBEmUMa55gwy0ORuhyq79kV5Z4ODrZsd5OaZTudU8uVAVSU8/4yLIyeqNmWkUpIiMkgGs4NtpNli3zYXwUon8SiYOLz1Th0/d1zDButfRIhgkfhmGE0xd8Rv5HPmswM65z4aeNZazTbrI9zGxalM5XQzHScDGD4lA3LgUONIQRFlNpq0rXK3RSgE+QWdv29ZicdHO9UpZSRTkiIyyAZjfpWxJ4X5zPxm3nogK5GklDawavnlbLbeJ59c0knDwiJChD1Uc63jZpbHlnAyU/p1viet5/iRYyl7qU+8YMGDrOAz5kgeiP+MMg5L2meTnu2vPQk0hmnKKLTlujzpGeBwJvqgdLWSujGQlaWmnpFMSYrYXiQCr7/q5G9/deL3W4weY5h1fpTjpthz6v3eGIzmn9Z6B1lFMYonRVhVtorN5kOKKcR9wJ+9GzejKaKCKn7leJST431PUlZbf+d7jtsJE6GEwraak1ZCvG39iysdN7Aq/hA5aPmKwdCxeceec6FMPSnGqFEGf4PFqIKOiUg4nOifMuN0ey5SKoNDSYrYWm2NxQ3f8PD2P53EorQtYvjkH1zMmhPlltvDeL2DF0/1Ww68uYbcCQP/dZfq5p+ZP/bjuN3g9MAjsSdwOGmXoOxnYeEjm3Lrn+yiknGM6fU5DIb7rUdpoZUxFLc1IQGk4aWYQrZYH/K09Ve+Yi5Kyufqs9q9sGETfO70oTn/ILJz887Bsn1w8WVRHljmJhiArGzafnSEw7C31mLiMXFOP1tJykimxj6xrXgcbvqWh/VvOvHlGEaXGkrGJB4er+HZp1wsu2vwfiGaOLy6yMtLX0lL6nHHlmTiyx3LnnQfH9XEqd25k8bapgEf151h2kb07HXX4aHrsvLiIUKUfTT06RwfsJ13rPfIwdcuQWmLARcWFk9bf+3TcZPqlrvguz+G6tqhi6EbxsCmx9Np3tv/23FjbRO1O3d+kqDYsHmnMwuviXDRgiiRiEVVpUX1Hos9lRb1ey2OOjrO3b8ODeqPELEf1aSIbb1Z7mDDOie5+Ya0A/ICy0r86opGYdWf3Fz+X1EKi1Lbbr3m2x52/81JOGDhcMPjJ6Rz9FejHLsoOaMODmz+oc5HVii5zT8lFLKTii7fDxHGjYtR5PXpuH6CRImR3c2txI2Luv19VQbTCy/DTT+D1hD4gzDzS5CbA6+txC4zhMXCULfFzas/zWHPhhbOuCWAO6Nv1/Jwad7pjNsNN/80zLyLovzlaRe7PrLIyjaccVaMM86Jka5BZyOekhSxrTWvOIlE6PJG5fMZaqot/vGakwu/mNpVmMfPjlHx6sdJiiuxQOG4s5N7zgObf2JRq63550CWx9WvDrafN+ey1tpAmEiHGhWDwU+QWeazjGV0n45bTAEe3LQSxkPnE7GEiVJKSZ9jHrCpkxPfglW10NIKuT64+ALbJCjREDwyo5hwo0XzXgfvrUzngxfSmH1fA4efHurVMQ5u3inJ8gybBGU/y4JJx8eZdHx4qEMRG7LHX6tIJ5qbLejmR+X+hQFbmlMfy9iZMSwHpI0yuLIMlpuk9Evp9FwHNP9Ux1xtj49q4uytryZY4e/zMT9vzmWSmUgNdTTRjPm4YMOEqaSGPHxcG7+iz8c9jFJOMVMJEGw75oFChLCAi8zsPh97wAry4awZkOaF4oJEcvLlIeoX0wmXFyZd2oSJQyxkEW50kDEqzpipPX9ZN9Y2tU9QPm7eGW4JikhPVJMitjWm1ICV6JvS2Y/fcCjx+pjSwRmiWHJynKJpMZr3WJgUn3J/88+B/Fa4XQ2L5Wn/59tdDUs2Wfxs3TK+l/0j/n3UWzQQxPq4F8l4U8od5kamMblfsV4fv4p1zneopJpR5JGGF4MhSBMBgpxipnKeObNfxx6wYydCKAyzz4L/9+dEG6GNHHVhC+v+O4vsMTGiIYtPnduKJ7P7i0srGctIYhmT6tttagQCAXJycvigqoJsn4Y2Hop2fWTxpdnpxGKQl9/+MjUGaqosxh1ueOqFFjwjZMr3lsYIVY07yK5zku/7pKOOy1XT5QKG4UaLqrfdPP/tPEJBOOyR13j/qLW4R4X5NGWcbWbgZWC9E1/nLb7v+AXbrJ3EiWMwZJDOWeZUfh5fTD65Azr+oSpQ4eS1O3yccGUj//pzBuNnhJhwXmuX2x9Ye9Lsitpm9liRvggGAkwoKcXv9+Pr4ftbSYrY2m+WuXlwmRssyM0zuFwQCkHDPov0DPjZPSHOPndkDVHcn6gcKCPqIieyj/zMUR36rbz9WAZrfuGjtcFBLARenyF7dIyr1tQkNa4oUf5uvcE2duLBzSlmKhMoS+o5RrLOmndEhqO+JClq7hFb+69vRPD5DI8+7KZ6j0U0Bh4PTDgqzrXfiXDGCJxDocsFDPfPYJtfB7WfNP8cO7+Zna+m8f5f0oiFLby+GBc+vC/pcblwMdOcykxOTfqxR5qD+x21RhvUvCMjkpIUsTWHAy69PMrnL4my/g0njUEoLDYcPzVul0EatrC/D8tewuyJWuTUfzKE2emBVr+FNydOZrHBxCwyi0decjcc7O9v0hyKYeWWtr3eEM6huUDNOzLyKEmRYSE9HWacoS/W7qRnuRmb5WZ3VRF+aDeD7fRvNuJwGvInRPnwhbQeO2fK4Dt4vhN3KPuTN13Ztp49ViRVkvJbdNOmTUybNo28vDxuuOEGetvNZdKkSViW1fZYuHBhMsIRGdE6m8E247D3SSv9gObm7Rwxc0/bTLRiD8EKP3vrq9kTz6G1oJiykgmMLcls9xAZiQacpIRCIS644AKmTJnCunXr2Lx5M8uXL+9xv+bmZrZt20ZNTQ319fXU19fzy1/+cqDhiAgfN/9kHU6wIMY2RybVnjyqPXn4rQJqGmqSNvW+DExX852ISMKAm3uef/55/H4/S5YsISMjg9tvv51rrrmGK67ofmKoDRs2MGnSJAoLCwcagoh0Yn8H25bGA6buT4Mqq4XWOidFJDrYdqc/s9sm3Qfb4VOHM2yXvD7AwYmh5jsR6d6Ak5SNGzcyffp0MjIygEQTzubNm3vc780332T37t0UFhYSiURYsGAB9957L94uVpMKhUKEQp9MFR0IBAYausiIcPAX3/6p9/dELdJq4l3u53XXJnX9oH55821YdCPcfQucOXxHDR3YITYU+eSH2UfZIf637AUa02vI8fg4LXYGk83xnS7WCIAxuN55l+ikYw+JpK1+q0X2YQaX1uiRLvQ6SZk3bx6vvPJKh9edTifz589ve25ZFk6nk/r6evLyul6sbOvWrcyYMYMf/ehHNDQ0cNlll7F06VJuuummTre/4447uO2223obroh0Y2xJJrurioh0M0VBazTWrvPtoKrbB1+5Fmr2wp4auOEnibV3fv9LGF08uLEMUIcOsemjMBge9z3C477f0upqxDIWxjIsdz7M9PjJ/DRyF3nkdziW+7U1ZH/3BoK/uJPIGacPwadJnnAAVn85jfHnxTjpNq3bI53r9WRu1dXVtLS0dHj9vvvuw7IslixZ0vbauHHjWLt2LaWlpR2278pjjz3GsmXLWLduXafvd1aTMm7cOE3mJpIiB85uW5QfIM2V2+W2/V34sEuNTXDGF6GyGpqaISMdSkvgpccTKxnbSE9rKXXW3+QPzse4y/UznLjIJQ8HDgyGFprx08Cp8dP4VeQRnCQWqHLsqSL3i1+CaATHnirio0vA5abhySeIj+nbopA9cVRU4qitJXpc/5ZJ6ImJw8tf81L3toOWWou0fIPDBTPuDTH65K5r9uTQkZLJ3IqLO//1UlJSwqZNm9oHEAzi6eM85UVFRVRUdL2UvNfr7bIpSESSb//cK1XswGsK8HcxAjy0N9xhArkBy8qE39wJ8xeBywVuFyz5kS0TlH1Ne4mkdV2703xQgtJMM8tdDwEW+Yxq287CIoNMLBy84VjLG45yTonPACCe4wMTx1FTi9XcjKOmhvjo0YnXkyznqoVYe/eyr/z1RNkPwHubHDy70sX7Wyy8XjjltBjnXhDF5YWw3yISsIiFIKvUkFGsYfHS0YD7pEybNo2HHnqo7fn27dsJhULk53esqjzQySefzBNPPMG4ceMAKC8vZ/z48QMNR0SSqNPOtwfxW+0nkDt44cOu9JjQ1PsTScnXvgy/+T34U98PrS8jnvY34QQKsqnNreQ57yrec23CbdxMj8xgdmgepfGx+GjfL+gtx1qqqW6XoBwonXQa2MffHKvbkhQyMgguuRvfFQvB7cI4XQTvuQsyk1d7lbbiD2QsvRerpQWrpZVRJ04nfMbpBJfc0+djGQO/Xurm0YfdtDSD05lYKPTvLztZ/pCbn90ZwvWaA08uYKDswhg5RyhJkY4GnKR89rOfJRAI8Lvf/Y4rrriC22+/nbPPPhunM1FN2dDQQHZ2dtvz/Y455hiuvvpqbr31VrZs2cI999zDr371q4GGIyIp0N2okwMnkAs1OMhO693MBi3NO0nPKOg6WTnns3DWjMS0w1fOT3lH0WCFn9ZoA9FoUc/btkaJhH0ECqI8XfgMf8j4Ha1WKy7jxhDnXffb/CljBT+J3MkZ8bPa7RsgQNyK4TLd3H4tiwar/dIFVlMzJi+Pxm9/i8wl92I1d2x+H4jI1CngcODYuw+iUYwvm8hJJ/XrWKv+5OLhB9y43VAyxrT9r4vFoHqPxU3f8nKZC6ZeF+GD/+/CrckFpQtJWWDwmWeeYcGCBaSnp+NwOHjllVc4+uijEyewLDZs2MBxxx3Xbp+GhgauuOIKXnzxRYqKirjxxhtZtGhRr8+pBQZFUssY+MdrTlY+4eKfbzmwLJg2PcYXLolyYid9Bzpb+LA77hpDQXaQ/MyhHUF0YMfWWK5Fsyvaq/3cjOGfY/7Kre6b8ODFR07bqJw4cWqtGrJNNo+FH+cI86m2/coda/i6+yp85Ha6+rTBUGVV8uXolXwv+oPkfMheyp33BVzvvANOF/EcH/veXEtf15+IxeDiOWl8+L6D4pKOXy/xOFRXWXzzexEWLuq6hk4OXYO+wODcuXPZtm0b69evZ/r06Ywa9Uk1Zlc5UG5uLitXrkzG6UUkyYyB++9x8+hDbkJhSEsDDDz3tIuXXnBx9bURFn490q5yo7OFD7uzmyb80Zq2EURD5ZPF+2KUZB1OcS/nKokT57uuR4lbcXJMbrv3HDgoMsVUWZWscv6Zb0dvbHtvavwkxpnD2OnYQZEp6TDcuIlGvMbLrNjsttciEWhqhIzMxAKbqRI56URiZYcTPWoinldfhWi0zyf88H2Lndsd+Hyd3/sdDnA64G8vOJWkSI+StnZPSUkJ559/frIOJyJDaPXzTn73327cbsPogvbvNdRbPLjMzZET43x2Zv/XUxpbkklL41j2NEaJxFx40rq/HbXuc/Dur/KY/K19eLKT1zzQEM4hUlDUp7Vx3v+ji5qif7Nt9odkm85/CVpYuI2Hlx2r+TafJClu3FwT/RY/dN9Izcd9U9y4iRMnSIAWq5nzYxcyyRzH7l0Wj//exXOrXDQ3W6SlGc6dE+OSL0co+4/kN5E0Lf5kCoiWq7/ar2OEWi3iMXB287/T6YLm5n4dXkYYLTAoIu0YA0+scBGNQkEnE0Ln5hmqKi3+9AfXgJIUOGD15sYwhDrfxsTB/66Lmle87H4+jVi+i1Enhck5JoqVjNXHXNm9noq+ucrC/2+LDXe5qZ4QJ3pWnDSns8s7qRMHIavjB5sVP59IJMoy9z1UswcAYxkyTRYLol/m+uiNvP+eg+u+mkblbgtvGng8hqZGixXLXfz1eSdLHwgx+QT7DdkdXWpIS4eW5q4rYSJhOGKC+qFIz5SkiEg7jUH41ztOMrvpzJieYVj/ppNweODND/tXb+5Kw/sW5TenEaq3iPgtPno0k5pnMzj3yVayxwzuF936O9189FcXYT94W8ZhPsrBXxgkPTet0+1DhJgQP7LT9+bEL2Rm6BzWOF6hyqoigwxmxE6nhNHE43DL97xU7rYoLjE42sYdmLY+HTd/z8uTf2lJafNPfxQWGc44O8ozf3aRlW04aMwEzU2J0T5zv9C7vj8ysiVlFWQROXREo4nalO4G0xw4WiPVcj9t+MzVESxnolbF4YbJ10fIHtcxQXG9tY6ciy6G1taUxDJ1cQRvjiEetnDV+zih/ELiOS1E6di3opkmHDi4MPbFLo+XQQafi8/mK7EruSg2nxISE7O98Q8HH2x1kJd/YIKS4HDAqALDR9st/v43ZydHHXpXXxdh3HhDdZVFMJC4TiIR2Ftn4fdbfO78KKedOQgXjwx7SlJEpJ2cXBh7WJympq6zlJZmiyM+FU90qB0E7mxwusF3RByHiw59UqyGBtIf/i1ZP/4Jrk2byPzF3Xif/Z9EtpVE6UWGeBQyx8TJKDLMePQajuRIaq1qGqgnQoQQIeqoJWD5mRU/n5nxc/p8ns3vOolFIa2LNW08Hogb2PyuPW/h4w83PLC8lbNnxYjHLWprLOr3WuTkGr52XYSf3BXuUMMi0hk194hIOw4HXLQgyh0/8tDSDOkZ7d9vbgKsxDaDtcZd8Ykxpt0a5vA5UbY/7aJgcvu+GK6tW0l/4Dc4amuxWlpIf/RR4n95ntA5Z5PsTOqEGyMUHhcjFrLwb8tlTvh3/Np1H6udL9DAPiwsCijkosh8Lo99FVc/brOWBYbe12jZ0eFHGO59MMTOHRY7/+3A7TEcOzlOVvZQRybDSVLmSRkKmidFJHXCYfjetV5eXu3EckBWtgEDjUELA5w7J8pP7w7j7t1o3UGR9tjvyfrxT7ECAeJjxlD/zErihx02aOevo5ad1nacuPi0OYoMMnreqQtv/MPBosvTyMoyndamhEOJUVZLHggx83NqNpHhZdDnSRGR1GqqtMgcxE6iHg/cuSzEH5a7eOpxN1V7Ej/ZD/+POBfNj3LJl6O2SlAAnDt2YrKziBcXY7W04Ni7b1CTlAIKKTCdDIfqh2nT4xw5Mc6mdxwUedp3Po3HYd9ei7JPxZlxhhIUObSpJkXE5ipfc/D6d73MfDjEqGMHf8hpJAKVFRaWBWNKzUDXnEsZx+7dWMFGYkd+Gnd5OZGpU2EYL0r6wVaL676axu6PLDzexBDkSMQi1ArFow1LHwhx7HH2G4Is0pO+1KQoSRGxqZYai1ev9dK026KxwiKr1JAzIc5p94Xw2msxYEmRPRWJ+WieecpFU6NFWrphzrwoF10aZfzhw/LWLaLmHpFDgmUIbLdoqrSItVgEd0E86rB1Z0lJrtGlhutuiPCN70Robkp0YtaoGBlJ7Dl+TURIL4RT7wrjzgR3tsGdBWf+dwiPKg5HHIcDsrKVoMjIoyRFxMZa6iy8uYbjro/gyTa01KgaRURGDjX3iNjYf3w+StmcKE4vHHN1BOfw7QcqItJnSlJEbMxy0JaYuAZpdlcREbtQc4+IiIjYkpIUERERsSUlKSIiImJL6pMiInKIMQaqKi2amqCwyJCTO9QRifSPkhQRkUPIay87eexhF++87SQWSywC/bnZUS6/OsJh4zVLrQwvau4RETlEPPW4i+983csb/3DidBoyMgzhMDyxwsV//Wca2z7QPDsyvChJERE5BOypsFhyh4doNLEAYVY2pKVDbp6heLShYpfFnT/2MDxXa5ORSkmKiAypaOtQR3BoeO4ZF34/5BeYDus7OZ3gyzFsWOfk/S2qTZHhQ0mKiAyZUD2sOjOdnS9oUZqBev89C0xinZ/OZGRCawt8uFW3fRk+dLWKyKAzcfjnXW5e/loaLbUWG+728PdvemmqHLpf+dGWRNI0XLnddNuUs/89l4ZLyDCiJEVEBl0sDNv+7KL6DQehBov69yz2vJ7491BZ820vz5yXPmz7bEw5MY7DAdFo5+8HA4mVlCefEB/cwEQGQEmKiAw6VxrMXtmKJ8fg9Bpc6XDCDRHyjx78L9CKV5w8dXo61W84CPst/jwjnc2PDL/qhnPOizK61FBbYxE/qBhDIWhusvjc7CglY4ZpFiYjkpIUERkSjbstnB44/IIY3jxD4+6hqUWJRyFUb9G420FLrUVrnUVjxfC7NWb74Of3higuNlRXWdTWWNTvs6jak/jvSafE+M73w0MdpkifWMYMz8rNQCBATk4OH1RVkO3zDXU4ItJHJg5NlRZZYw2t+xKrPbszhyaWly73svt/E513M8cYvvRGy9AEkgQVuy2eftLFi//jpLHRYuxhceZdFGPWnCgZGUMdnQgEAwEmlJTi9/vx9fD9PfzqNEXkkGA5IGts4jdSWv7QxhKPQGapIfswQ/Aji1gokTQNR6VjDV//VoSvfysy1KGIDJiSFBEZ8WY+EsLpSSRO0Zbhm6CIHGqUpIjIiOdKO+Df6UMXh4i0N/x6h4mIiMiIoCRFREREbElJioiIiNiSkhQRERGxJSUpIiIiYktKUkRERMSWlKSIiIiILSlJEREREVtSkiIiIiK2pCRFREREbElJioiIiNiSkhQRERGxJSUpIiIiYktKUkRERMSWlKSIiIiILSlJEREREVtSkiIiIiK2pCRFREREbElJioiIiNiSkhQRERGxJSUpIiIiYktKUkRERMSWkpak1NXVUVZWxo4dO3q9z6uvvsrEiRMpKChgyZIlyQpFREREDgFJSVLq6uqYM2dOnxKU2tpa5s6dy4IFCygvL2fFihW8/PLLyQhHREREDgFJSVLmz5/PpZde2qd9VqxYwZgxY7j55puZMGECt9xyC4888kiX24dCIQKBQLuHiIiIHLqSkqQ89NBDXHfddX3aZ+PGjZx55plYlgXAiSeeyPr167vc/o477iAnJ6ftMW7cuAHFLCIiIvbW6yRl3rx55Obmdnjcf//9lJWV9fnEgUCg3X4+n4/Kysout1+8eDF+v7/tsWvXrj6fU0RERIYPV283fPDBB2lpaenwen5+fv9O7HLh9XrbnqelpdHc3Nzl9l6vt932IiIicmjrdZJSXFyc1BPn5+dTW1vb9jwYDOLxeJJ6DhERERm+hmyelGnTplFeXt72fMOGDZSWlg5VOCIiImIzKU9SAoEAkUikw+tz587l9ddf56WXXiISifCLX/yCWbNmpTocERERGSZSnqRMmjSJ5557rsPrBQUFLF26lNmzZ1NcXMzWrVv54Q9/mOpwREREZJiwjDFmKAPYvn07W7Zs4bTTTiMrK6vX+wUCAXJycvigqoJsny+FEYqIiEiyBAMBJpSU4vf78fXw/d3rjrOpUlZW1q8hzCIiInJo0wKDIiIiYktKUkRERMSWlKSIiIiILSlJEREREVtSkiIiIiK2pCRFREREbElJioiIiNiSkhQRERGxJSUpIiIiYktKUkRERMSWlKSIiIiILSlJEREREVtSkiIiIiK2pCRFREREbElJioiIiNiSkhQRERGxJSUpIiIiYktKUkRERMSWlKSIiIiILSlJEREREVtSkiIiIiK2pCRFREREbElJioiIiNiSkhQRERGxJSUpIiIiYkuuoQ6gv4wxAASDwSGORERERHpr//f2/u/x7gzbJGX/hzxhwlFDHImIiIj0VTAYJCcnp9ttLNObVMaG4vE4lZWVZGdnY1nWUIeTEoFAgHHjxrFr1y58Pt9Qh3NIUJmmhso1+VSmqaFyTY2+lKsxhmAwyJgxY3A4uu91MmxrUhwOB2PHjh3qMAaFz+fTH1OSqUxTQ+WafCrT1FC5pkZvy7WnGpT91HFWREREbElJioiIiNiSkhQb83q93HrrrXi93qEO5ZChMk0NlWvyqUxTQ+WaGqkq12HbcVZEREQObapJEREREVtSkiIiIiK2pCRFREREbElJioiIiNiSkhQRERHpVl1dHWVlZezYsaNX28+dOxfLstoeZ599dr/OqyTFJvp6AQC8+uqrTJw4kYKCApYsWZK64IapTZs2MW3aNPLy8rjhhht6tZgVwKRJk9r9cS1cuDDFkdpff8ryySefZPz48YwZM4Y//vGPgxDl8NOfctX12bO+3k91L+1eXV0dc+bM6dP307p163j33Xepr6+nvr6ep59+ul/nVpJiA/25AGpra5k7dy4LFiygvLycFStW8PLLL6cuyGEmFApxwQUXMGXKFNatW8fmzZtZvnx5j/s1Nzezbds2ampq2v64fvnLX6Y+YBvrT1lu2rSJyy67jJtvvpkXX3yRW265ha1btw5OwMNEf8pV12fP+no/1b20Z/Pnz+fSSy/t9fYVFRUYY/jMZz5Dbm4uubm5ZGZm9u/kRobcWWedZe677z4DmO3bt/dqn6VLl5qjjjrKxONxY4wxq1atMpdddlkKoxxeVq5cafLy8kxTU5Mxxpi3337bnHrqqT3ut2bNGjN9+vRUhzes9Kcsv/nNb5pZs2a1Pb/33nvND37wg5TGOdz0p1x1ffasr/dT3Ut79u9//9sYY3pdpk899ZQpLCw0paWlJiMjw1xyySVm3759/Tq3alJs4KGHHuK6667r0z4bN27kzDPPbFsB+sQTT2T9+vWpCG9Y2rhxI9OnTycjIwNIVJFv3ry5x/3efPNNdu/eTWFhIbm5uSxatIhQKJTqcG2tP2W5ceNGZs6c2fZc12dH/SlXXZ896+v9VPfSnpWVlfVp+y1btjB58mSee+451q5dy/bt21m8eHG/zq0kZZDMmzevrdrrwMf999/f5wsAEstiH7ifz+ejsrIymSEPC12V67Jly9qVj2VZOJ1O6uvruz3e1q1bmTFjBmvWrOHFF19k9erVLF26NNUfw9YOvtZ6U5a6PnvWn3LV9dmzvt5Pda0m3+LFi1m9ejWTJ0/m2GOP5a677uLJJ5/s17FcSY5NuvDggw/S0tLS4fX8/Px+Hc/lcrVbIyEtLY3m5uZ+xzdcdVWu9913X9svo/32l1FeXl6Xx/vNb37T7vktt9zCsmXLuOmmm5IT8DB08LUGPZelrs+e9adcdX0mn67V1CsqKmLv3r2EQqE+r+2jJGWQFBcXJ/V4+fn51NbWtj0PBoN4PJ6knmM46KpcS0pK2LRpU7vX+lNGRUVFVFRU9Du+Q0F+fn6fy1LXZ8/6U64H0/U5cLpWk++SSy7h2muvZcaMGQCUl5dTXFzcr8UH1dwzTE2bNo3y8vK25xs2bKC0tHQII7KXg8tn+/bthEKhHmuuTj75ZHbt2tX2vLy8nPHjx6cszuGgP2Wp67Nn/SlXXZ/Jp2u1/wKBAJFIpMPrxx57LNdffz1r1qxh1apVLF68mEWLFvXvJP3qbispQSc9p/1+vwmHwx22ra2tNWlpaWb16tUmHA6bc88913zjG98YpEjtLxKJmMLCQvPb3/7WGGPMwoULzZw5c9rer6+vN9FotMN+V111lTnvvPPM2rVrzfLly01mZqZZvnz5oMVtR92VZVfl+Pbbb5vMzEzzzjvvmGAwaI477jhz9913D2rcdtefctX12XsH3091Lx24g8t0/PjxZuXKlR22C4fD5sorrzSZmZmmpKTE3HbbbSYSifTvnP2MVVKgsySlq4vAGGMeeOAB43a7TV5enikrKzNVVVWpD3IYefrpp01GRoYZNWqUKSwsNP/617/a3gPMhg0bOuxTX19v5s2bZ9LT08348ePNr3/960GM2L66KsuuytEYY77//e8bj8djfD6fmTJlimlubh7EiIeHvparrs/e6+0XqjG6l9qZZUwvp+EUW9q+fTtbtmzhtNNOIysra6jDsZ2qqirWr1/P9OnTGTVq1FCHM6z1pyw3b95MRUUFp59+utr5u6Br1B50L7UnJSkiIiJiS+o4KyIiIrakJEVERERsSUmKiIiI2JKSFBEREbElJSkiIiJiS0pSRERExJaUpIiIiIgtKUkRERERW/o/a8n+C9MdXisAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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rF+Li4rL8fL969QoZGRl4/PgxlEol6tatC6VSiU8++URzGzTzZ97Q0BAymSzL1/PLL79gwIABSE9Ph1Kp1DxW/7bo6GgYGxvn+jXnJTY2Frt27UJgYCAOHz4MT09PbNy4EYsXL0aNGjXQrl07tGzZEp07dy7Q8YnexpYfKvN27NiB69evw8HBAV26dMGAAQM0v8AzWzQyJSUlad4zNTXN9v7z58/Rtm1bXLhwAY6OjmjSpEmOr8wPvmvXriEmJgYzZ86ETCbDTz/9pOkDpI3MD/23c8ydOxdjx47V+ntQr149hIeHZztObqpXr47z58/j+PHjEEJgy5YtqF27dpYWhZyKqdTUVPz555+aWy1WVlb4888/sXPnzizrJk6cmOu5nZycMHfuXFy7dg03b97EihUrsrwfFBSEv/76CwMHDsyy/vTp0wCAAwcO5HpsuVyOwMBAPHr0CKtWrUKLFi0wZcoUtGnTBn369EFqamqWr9HLywtVq1bFiBEjshwnIyMD4eHh6NWrV7b3oqKioFKp4OzsnGsOW1tb2Nvbo0KFCgDeFJXVqlVD5cqVYWpqirZt28Lf3z/X/ePj47Fz50706tULCoUC165dw8iRI7Ft2zbUrl0bTk5Omtfo0aPx/Plz1KhRA/Xq1UNGRgY2bNiAq1evYs6cOVmOq6Ojo+lzlcnCwgJ2dnZwcHBArVq1sr2f6caNG9luz2rL2NgY+/btQ8OGDREaGop79+7h22+/xYABA3Dp0iW0aNECaWlp+b4dSZQbFj9U5tWpUwdNmzbFN998g4CAANy/fx9mZmawtbXVtBZkevLkCWrUqAEAqF27NsLDw7Pc3omIiMA///yj9bkDAwNhbm6OoKAgBAUF4dKlS5DL5ZpbXwYGBprbNZkylw0MDFCzZk3IZDI8evQoyzYXL17EkydPtM5RuXJl1KtXD9u2bdN6n/v372PAgAG4du0aHjx4gJo1a75zn+joaIwbN65AfX6eP3+OlJQUzXLVqlXRrFmzbCMIz5o1Cz169ECvXr0065KSkrBz5054e3tj/fr1iIyMzDWjoaEh/v33X0ybNg01a9bEsWPHNB2HMwso4E3frNWrV2PdunWafl+nTp1C7dq1MWfOHJiYmKBRo0b47rvvIITQ9OE5c+YMKlWqBCcnJ82x3r7G79KvXz8cOXIEsbGx2d5TqVRo2rQpxo0bh2rVqsHIyAhLlizBZ599Bi8vL6SlpeV420ulUiE5ORm6uroYO3Ys9uzZk2frVH5t2LAhyzXJDwMDAxw5cgTff/89qlatit9++w0tWrTAF198gbt378LX1xdLliwptKxELH6o3BgzZgzs7Ozg6+sL4M0tqKNHj2r6N6SmpuLMmTPo0KEDAKBbt26Ii4vL8oF49uxZGBgYoEGDBlqdM7O/T2aLkJubG5o2bYrAwEAAb1o5kpKS8OzZM80+oaGhmvfMzc3RqlUr7Nu3T/O+UqnE5cuX4eLikq+v/+uvv8a8efNyvf31tuHDh2PmzJno0KEDtmzZgq5du75zn7t376JevXr5ypWpffv2+PnnnzXLma0r/+3sumfPHhw9ehTLli3Lsu/UqVNhZ2eHpUuXom3bthg0aFCeo0enpKTg2LFjWLRoEUJCQvDhhx+iSpUq6Nu3L86ePYuLFy9i4MCB+Oabb/Dxxx9r9svsa3Xp0iWEhoZi/vz5aNCgAdLT09GtWzeYm5vD19cXw4cPx88//4z169ejZ8+ecHR0fOfXr1AocODAAdy4cQPDhg2Dvr4+5s+fD+DNbaFt27ZBrVZDLpfD398f//77L1atWqUZfRt4MxL3mjVr4O7unu34Ojo6mtuA+vr6+Oijj96ZSVtbtmzB8+fP8dlnn73XcdRqNerVq4cRI0bAwcEBly5dyvFrIXpvRf0sPZFUchrnZ8WKFUJPT088fvxYXL58Wejq6goPDw9x9OhR0atXL2FiYpJlVOGuXbsKe3t74e/vLzZt2iTMzMzEhAkTtDp/UlKS0NfXFz/++GOW9ZMnTxaWlpYiIyNDKBQKUaFCBdG+fXtx7NgxsWvXLuHg4CC6deum2f7UqVNCV1dXjBkzRhw7dkz07dtXGBsbi0ePHuXr+6FWq0XXrl1F165dcxyl+vXr1wKA+Pfff7Os79SpkwAgRo0aJRQKRa7Hf/r0qQAgrl69mmW9tuP8rFy5UhgYGIhFixaJEydOiM8++0xYWlqKhw8fCiGEePz4sbCxsRFfffVVlv1mzZolTE1NxfXr14UQQvz777+iYsWKom3btjmOXZOXb7/9Vpiamgp9fX0xc+bMfO2bmJgoBgwYIOrUqSOioqLEmDFjBADxv//9T2RkZGTb/vnz52LXrl0CgHBychJyuVzUrFlTBAYGCiGE8PX1Fbq6uuLMmTOakZuXL1+e7Tj/HeRQiDejP8tkMhEWFiaEePd4P/8dv+ntZWgxzs/Vq1eFqalplvGwtLV79+5sPwfBwcFi1qxZwsnJSejo6IgNGzZo3uMgh1RYWPxQmZVT8ZOSkiLs7e01Bcyff/4pnJ2dhb6+vmjcuLE4depUlmMkJCSIzz//XFhaWgpLS0sxadKkXEfufVvmgG1vT2mxb98+AUCcP39eCPHml33Hjh2FhYWFsLe3F0OHDs0yfYMQQhw5ckQ0atRI6Ovri6ZNm+Z7MLlMr1+/Fo0bNxZt27bNNojfixcvBADNCNfh4eFi4MCBolGjRmL37t2iadOmwtTUVAwbNkysXr1a/P333+LmzZua/efNmyccHR2zjYrcr18/MWzYsCzrVqxYIezs7LLlW7p0qXBychKmpqbiww8/FEFBQZr3fvnlF2FjYyNiYmKEEG+Koe7duwsTExNx5MiRLMcJDg4WFStWFHZ2dmLz5s15fljGx8eLQ4cOidGjRwtTU1NRv379bD8HeXnx4oX46aefRNWqVYWrq6t48uSJ5r1169YJPT090adPH03B+fTpU2FraysACAsLCzFixAgREBCQbbTs9PR00bp1a2FtbS2GDh0qAGQpcjK9Xfyo1WoxePBgcfnyZSFE3sXP7t27hUwmE9HR0eLq1ati5cqVQi6Xa0abBiAWLVok7ty5I27fvi2CgoI0RZUQQpw4cUKYmpqKefPmaf39+i9/f39hZWUl7t+/n+117949sXr1anHlyhXNusyBK7X9P0iUGxY/ROVMbGysmDt3braC4MmTJwKAuH37tpg0aZKws7MTs2fP1nxoq9VqcfjwYTFixAhRs2ZNoaenJ7777jshxJuRkW1tbcWsWbOyna9nz56aOcDS0tJErVq1hFwuF/3798939szC4tSpU0JPT0/Url071+k6njx5Ilq3bi3kcrmmNUUIIebMmSM+//xz0atXL1GvXj0hl8uFiYmJGDRokDh8+HCuU1rkJDo6Wjg6Ogpzc3Px448/ivT09GzbHD58WDRp0kS8ePFCs87b21v4+fmJ1NTUPI//+vVr0aFDBwFAfPDBBzkWcUZGRjnO9RYXFycWLlwoevbsKZydnXM8/s6dOwUA4efnJ4yNjXMdddrGxkZYWloKQ0ND8fHHH2v2v337tti4cWOeX0NeduzYodUccm+/kpKSCnxOIiGEkAmRy4hVRFRuxcbGwsjIKM+na8T/jfosl8vx6tUrLFq0CFOnTkXFihWzbHfjxg3I5XLUr18fALBu3TpYW1ujV69e7/X0jp+fH/r375/nMdRqNc6dO4f27dtr1q1fvx47d+7UPP3UsmVLNG/ePNvj6tq6ffs27Ozscnz0P1NaWlqOM77n5xz29vbZxnsC3jzBdvDgQXTv3j3be/Xq1YOuri7mzJmT4+jN27Ztw/Dhw5GQkJCvEa0Ly9atWzF58mSt+6GdO3cO7dq1Q3x8fK6P3BNpg8UPEVEZpVarc300vSRISEhAdHR0lifjiIoDix8iIiIqVyT9kyCz4n97rJXcnD59GvXq1UOFChWwdOnSog1HREREZZJkxU90dDR69eqldeETFRWFPn36wMPDAxcuXMCOHTtw8uTJog1JREREZY5kxc/gwYMxZMgQrbffsWMHKleujJkzZ6J27dqYNWsWNm7cWIQJiYiIqCySrM9PeHg4nJycIJPJso3impORI0fCyMgIq1evBvBmlurOnTtnG/o+k1Kp1EzOCLzp+BcTEwMbGxvNJH5ERERUsgkhkJCQgMqVKxdaB37JZnXPb+9+hUKRZaJAc3NzRERE5Lq9r69vtkn7iIiIqHR6+vQpqlatWijHkqz4yS9dXd0s43AYGhoiOTk51+2nTZuGyZMna5bj4+Ph6OiIp0+fcnwIIsqfpCSgcuU3/37wADA2ljYPURn3/MUL2NrYQF9fH4qEBDh88AHMzMwK7filpvixtrZGVFSUZjkhISHPQcMMDAxyHLTM3NycxQ8R5Y9c/v//bWcHmJhIl4WojDtw4ABGjBgBT0/PN092/9//t8LsslJyR796i6urKy5cuKBZDgoKQpUqVSRMRERERIUlLS0NX3/9Nfr06YOYmBicO3cOqampRXKuElf8KBQKpKenZ1vfp08f/PPPPzh+/DjS09OxaNEidOvWTYKEREREVJgeP36Mdu3aacbwmzRpEs6ePfteU+DkpcQVP40aNcLBgwezra9QoQKWLVuGHj16oFKlSggLC8OMGTMkSEhERESFZd++fWjatCkuX74MS0tL7N27F8uXLy/wfHvaKHXTW4SHh+Pu3bto165dvibiUygUsLCw4IR4RJR/SUlA5u+bxET2+SEqJDExMXBycoJCoUCLFi2wa9cuVKtWLcs2RfH5XWo6PGdycnLiJHhERERlgLW1NdavX48rV65g/vz50NPTK5bzlrqWn4Jiyw8RFRhbfogKze+//w4rKyt06dJFq+2L4vO7xPX5ISIiorInNTUVX3zxBQYNGoShQ4fi5cuXkmUpdbe9iIiIqHS5d+8eBg0ahJCQEADA6NGjYWNjI1keFj9ERERUZPz8/PD5558jMTERtra22LZtm+RD1bD4ISIiokKXkZGBCRMmYMOGDQCAjh07YseOHaicOVWMhNjnh4iIiAqdXC5HamoqZDIZZs2ahePHj5eIwgdgyw8REREVIqVSCQMDA8hkMvz6668YO3Ys2rdvL3WsLNjyQ0RERO8tKSkJnp6eGDhwIDJH0TE1NS1xhQ/Alh8iIiJ6Tzdv3sSgQYNw9+5d6Ojo4NKlS2jZsqXUsXLFlh8iIiIqECEENmzYADc3N9y9exeVK1fGiRMnSnThA7Dlh6QiBJCcLHUKIu0kJUmdgKjESUhIwPjx4+Hn5wcA6N69O7Zu3QpbW1uJk70bix8qfkIAbdsC589LnYSIiAro008/xdGjRyGXy/Hjjz/Cx8cHOjql44YSix8qfsnJLHyodGrTBjA2ljoFUYnwww8/4P79+9i6dSvatGkjdZx8YfFD0nr5kpNEUulhbAzIZFKnIJJEfHw8Ll26hI8++ggA4ObmhrCwMOjqlr5SovQlprLFxITFDxFRCXf16lW4u7vj+fPnuHTpEho3bgwApbLwAfi0FxEREeVCCIGVK1eidevWePToEezs7JCeni51rPdWOks2IiIiKlKxsbEYNWoU9u3bBwDo168fNm7cCCsrK2mDFQK2/BAREVEWly5dQtOmTbFv3z7o6+tj5cqV2LNnT5kofAC2/BAREdFbAgMD8e+//6JGjRoICAiAi4uL1JEKFYsfIiIiymLatGnQ0dHBxIkTYWFhIXWcQsfbXkREROXcP//8g549eyIlJQUAIJfLMX369DJZ+AAsfoiIiMottVqNBQsWoEOHDjh06BDmz58vdaRiwdteRERE5dCrV68wfPhwHD16FAAwZMgQTJ06VeJUxYPFDxERUTlz+vRpeHh44MWLFzA0NMQvv/yCUaNGQVZORjBn8UNERFSObNu2DSNGjIBarUa9evUQEBCABg0aSB2rWLHPDxERUTnSsWNHWFpaYsSIEbhy5Uq5K3wAtvwQERGVeQ8ePECtWrUAAA4ODrhx4waqVKkicSrpsOWHiIiojMrIyMCsWbPwwQcf4MCBA5r15bnwAVj8EBERlUkRERH48MMPMXfuXKjVapw5c0bqSCUGb3uVNkIAyclSp3g/SUlSJyAiKtOOHDmCYcOGITo6Gqampli7di2GDBkidawSg8VPaSIE0LYtcP681EmIiKgEysjIwMyZM7FgwQIAQOPGjREQEIA6depInKxk4W2v0iQ5uWwVPm3aAMbGUqcgIioz/v77b03h88UXX+DixYssfHLAlp/S6uVLwMRE6hTvx9gYKCcDahERFYdu3bphypQpcHNzw6effip1nBKLxU9pZWJS+osfIiJ6L+np6Zg3bx4mTJgAOzs7AMDixYslTlXysfghIiIqhR4/fozBgwfj0qVL+OeffxAYGFhupqd4X+zzQ0REVMrs27cPTZs2xaVLl2BpaYmJEyey8MkHFj9ERESlhFKpxKRJk9CvXz/ExcXBzc0NQUFB6Nevn9TRShXe9iIiIioFnj9/jk8++QTXrl0DAHz99deYP38+9PX1JU5W+rD4ISIiKgUsLCyQkJAAa2trbNmyBb169ZI6UqnF4oeIiKiEUiqV0NfXh0wmg6mpKfbu3QszMzM4ODhIHa1UY58fIiKiEujevXto0aIFli9frlnn7OzMwqcQsPghIiIqYfz8/ODi4oKQkBAsWbIEyaV9TscShsUPERFRCZGcnIyxY8di6NChSExMRPv27XH58mUYcyqgQsXih4iIqAS4c+cOWrRogQ0bNkAmk2HmzJn4+++/UaVKFamjlTns8ExERCSx+Ph4tG7dGnFxcahUqRK2b9+OLl26SB2rzGLLDxERkcQsLCwwc+ZMdO7cGcHBwSx8iphMCCGkDlEcFAoFLCwsEB8fD3Nzc6njFExSEmBq+ubfiYmc2JSIqBS7desWAKBBgwYAACEE1Go15HK5lLFKnKL4/GbLDxERUTESQmDjxo1wdXXFwIEDkZiYCACQyWQsfIoJix8iIqJikpCQgGHDhmHMmDFITU1F9erVoVQqpY5V7rD4ISIiKgbBwcFo3rw5duzYAblcDl9fXxw6dAg2NjZSRyt3+LQXERFRERJCYM2aNfjqq6+gVCpRtWpV+Pv7o02bNlJHK7fY8kNERFSEhBDYs2cPlEolevXqheDgYBY+EmPLDxERURHS0dHB9u3b8fvvv8PLywsymUzqSOUeW36IiIgKkRACP//8M7y9vTXr7Ozs8L///Y+FTwnBlh8iIqJCEhsbi9GjR2Pv3r0AgP79+6N9+/YSp6K3sfghIiIqBJcuXcLgwYPx+PFj6OnpYcmSJWjXrp3UsSgHvO1FRET0HoQQWLp0Kdq2bYvHjx+jRo0aOH/+PL788kve5iqh2PJDRET0HkaOHIktW7YAAAYOHIgNGzbAwsJC4lSUF7b8EBERvYf+/fvD0NAQq1evRkBAAAufUoAtP0RERPmgVqvx8OFD1K5dGwDQp08fPHr0CPb29hInI22x5YeIiEhLUVFR6NWrF1q2bImnT59q1rPwKV1Y/BAREWnhzJkzaNKkCQ4fPozk5GQEBwdLHYkKSLLi59atW3B1dYWVlRV8fHwghMhzeyEEJkyYAGtra1haWmLEiBFISUkpprRERFReqVQqzJs3D506dUJERATq1q2Ly5cvo3fv3lJHowKSpPhRKpXo3bs3XFxccPXqVYSGhmLz5s157rNt2zaEhYUhKCgIZ8+exe3bt+Hr61s8gYmIqFx6+fIlunXrhpkzZ0KtVsPT0xNXr15Fw4YNpY5G70GS4ufw4cOIj4/H0qVLUbNmTcyfPx8bN27Mc5/Lly9j4MCBqFatGho2bIi+ffviwYMHxZSYiIjKoyVLluDvv/+GsbExNm/ejM2bN8PExETqWPSeJCl+QkJC0LJlSxgbGwMAGjVqhNDQ0Dz3qV+/PrZv346XL1/i33//hb+/P7p27Zrr9kqlEgqFIsuLiIgoP3744Qe4u7vjypUr8PT0lDoOFRJJih+FQgEnJyfNskwmg1wuR2xsbK77jBkzBomJibCzs0P16tXh5OSU5w+ir68vLCwsNC8HB4dC/RqIiKjsiYiIwLRp06BSqQAARkZG8Pf3h7Ozs8TJqDBJUvzo6urCwMAgyzpDQ0MkJyfnus+KFStgaWmJf//9F0+ePEFGRgZ8fHxy3X7atGmIj4/XvP77SCIREdHbjh49iiZNmmDBggVYtGiR1HGoCElS/FhbWyMqKirLuoSEBOjr6+e6z44dO+Dj4wNHR0c4ODjA19c3z35CBgYGMDc3z/IiIiJ6W0ZGBqZPn47u3bsjKioKjRs3xoABA6SORUVIkuLH1dUVFy5c0CyHh4dDqVTC2to6133UajVevXqlWY6MjNQ0SxIRERXEs2fP0KlTJ83Tw+PHj8eFCxdQp04diZNRUZJkeov27dtDoVBg06ZNGDlyJObPn48uXbpALpcjLi4OZmZmkMvlWfZp164dFixYALlcjrS0NCxcuBB9+vSRIj4REZUBJ06cwKBBg/D69WuYmZlhw4YNGDRokNSxqBhIUvzo6upiw4YN8PDwgI+PD3R0dHDq1CkAgJWVFYKCgtCkSZMs+8ybNw8KhQJTp05FQkICunXrhhUrVhR/eCIiKhOsra2RmJgIFxcX7Nq1CzVr1pQ6EhUTmXjX0MpFKDIyEteuXUPLli1hY2NTpOdSKBSwsLBAfHx86e3/k5QEmJq++XdiIsCxJoiI8iUlJQVGRkaa5bNnz8LNzS3bQzhUchTF57ekc3vZ2dmhZ8+eRV74EBER7du3D9WrV8eVK1c069q1a8fCpxzixKZERFSmpaWlwdvbG/369cOrV6+wZMkSqSORxCTp80NERFQcHj16BHd3d1y9ehUAMHnyZM4LSSx+iIiobNq9ezdGjx4NhUIBKysrbNmyhTOxEwAWP0REVAYdP34cn376KQCgdevW2LlzJxwdHSVORSUFix8iIipzOnfujN69e8PZ2Rlz586Fnp6e1JGoBGHxQ0REZcK+ffvQpUsXmJqaQkdHB3v37s02YC4RwKe9iIiolEtJScG4cePQr18/eHl5adaz8KHcsOWHiIhKrbt372LQoEG4efMmZDIZHBwcoFaroaPDv+0pdyx+iIioVNq6dSsmTJiA5ORkVKpUCdu3b0eXLl2kjkWlAEtjIiIqVZKSkjBy5Eh4enoiOTkZnTt3RnBwMAsf0hqLHyIiKlUUCgUOHToEHR0dzJkzB8eOHYOdnZ3UsagU4W0vIiIqVezt7bFz507o6OigY8eOUsehUogtP0REVKIlJCRg2LBh+P333zXrOnfuzMKHCozFDxERlVghISFo3rw5tm/fjvHjxyMhIUHqSFQGsPghIqISRwiBtWvXokWLFrh37x6qVKmC/fv3w8zMTOpoVAawzw8REZUoCoUCY8eORUBAAACgR48e2LJlCypUqCBxMiorWPwQEVGJkZiYCBcXFzx48AC6urrw9fXF5MmTOWghFSr+NBERUYlhamqKXr16wdHREWfOnMGUKVNY+FChkwkhhNQhioNCoYCFhQXi4+Nhbm4udZyCSUoCTE3f/DsxETAxkTYPEVEhiIuLQ0pKCuzt7QEAaWlpSExMhLW1tcTJqCQois9vltNERCSZy5cvo2nTphg0aBAyMjIAAPr6+ix8qEix+CEiomInhMCyZcvQtm1bPH78GM+fP8fz58+ljkXlBIsfIiIqVjExMfjkk08wefJkpKenY+DAgQgKCkK1atWkjkblBIsfIiIqNufPn0eTJk1w4MAB6OvrY9WqVQgICICFhYXU0agc4aPuRERULNRqNby8vPD06VPUqlULAQEBaNq0qdSxqBxiyw8RERULHR0d7NixAyNGjMC1a9dY+JBkWPwQEVGROXPmDFavXq1ZrlevHjZt2lR6hxyhMoG3vYiIqNCp1Wr4+vpi1qxZAIAmTZqgdevWEqcieoPFDxERFaqXL19i2LBhCAwMBAAMGzYMjRo1kjgV0f/H4oeIiArNiRMnMHToUERGRsLIyAirV6/GiBEjpI5FlAX7/BARUaHw9fVFly5dEBkZifr16+Pq1assfKhEYvFDRESFwsLCAkIIjB49GpcvX4azs7PUkYhyxNteRERUYMnJyTA2NgYATJgwAc7OzujYsaO0oYjegS0/RESUbxkZGfjuu+/QuHFjxMfHAwBkMhkLHyoV2PJTmIQAkpOL7vhJSUV3bCIiLT179gweHh44d+4cAGD37t0YPXq0xKmItMfip7AIAbRtC5w/L3USIqIic+jQIQwfPhyvX7+GmZkZ1q9fD3d3d6ljEeULb3sVluTk4it82rQB/u8eOxFRcUhPT8fUqVPRs2dPvH79Gs2aNcP169dZ+FCpxJafovDyJWBiUnTHNzYGZLKiOz4R0VtmzJiBxYsXAwC8vLywZMkSGBgYSJyKqGBY/BQFE5OiLX6IiIqZj48PDh48iDlz5mDAgAFSxyF6L7ztRURE2aSlpWHnzp2a5QoVKuDGjRssfKhMYMsPERFlER4eDnd3d1y5cgXp6ekYPnw4AEBHh38vU9nAn2QiItLYs2cPmjZtiitXrsDKygrW1tZSRyIqdCx+iIgIqamp8PLywsCBAxEfH49WrVohODgYvXr1kjoaUaFj8UNEVM7dv38frVu3xqpVqwAAU6dOxenTp+Ho6ChxMqKiwT4/RETlXHh4OIKCglChQgVs3boVH3/8sdSRiIoUix8ionLuo48+wsaNG9GtWzdUqVJF6jhERY63vYiIypm7d++iffv2ePTokWbdqFGjWPhQucHih4ioHNm2bRuaN2+Os2fP4n//+5/UcYgkweKHiKgcSEpKwqhRozB8+HAkJSWhU6dO2LBhg9SxiCTB4oeIqIy7ffs23NzcsGnTJshkMnz//fcIDAyEvb291NGIJMEOz0REZdjFixfRuXNnpKSkwM7ODn5+fujUqZPUsYgkxeKHiKgMa9q0KZydnWFtbY1t27ahUqVKUkcikhyLHyKiMiYsLAw1a9aErq4uDAwMcOTIEVhbW3NuLqL/w/8JRERlhBAC69atQ5MmTTBnzhzN+goVKrDwIfqPfLf8nDt3DgEBAQgJCUFUVBRMTU3h6OiIHj16YODAgTA3Ny+KnERElAeFQoHPP/8c/v7+AIDg4GCoVCrI5XKJkxGVPFr/KRAWFoYuXbrgp59+Qvv27bFjxw4EBwfjyJEj+Oabb/D48WO0aNECGzduLMq8RET0luvXr8PFxQX+/v7Q1dXFokWLsH//fhY+RLmQCSHEuzb666+/8M033+DXX39F+/btc90uJiYGEydOhImJSYkbP0KhUMDCwgLx8fFF0zqVlASYmr75d2IiYGJS+OcgIvoPIQRWrVqFr7/+GmlpaXB0dIS/vz9atWoldTSiQlMUn99aFT+3b99GhQoVtH5K4OTJkyXuUUoWP0RU1jx58gT16tVDcnIy+vTpg02bNsHa2lrqWESFSrLiRxvp6enYuXMnhg8fXhiHK3QsfoioLNq6dStiYmIwadIkyGQyqeMQFbqi+PzOV/f/Dz/8EGq1GgcPHtSsW7hwIc6ePQu1Wo3FixcXSigiIspOCIHly5fj3LlzmnXDhw+Ht7c3Cx+ifMhX8fP48WNcu3YNw4YNw4kTJxAaGoqVK1fC0dERBgYG7FxHRFREYmJi0LdvX3z11Vfw8PBAfHy81JGISq18FT/W1tZwdXXFX3/9hR9//BEPHz7EqlWr/v/BOI4EEVGhu3DhApo2bYo///wT+vr6+PbbbzmsCNF7yNc4P5nNqlZWVvj777/x8uVLDBw4ELa2tvjjjz9QSN2HiIgIgFqtxk8//YTp06cjIyMDNWvWREBAAJo1ayZ1NKJSLd9NNSqVCn369MHKlStx6NAhJCYmwtfXFwDydc/51q1bcHV1hZWVFXx8fLQunNRqNVq3bo2ffvopv9GJiEqN5ORk9O7dG1OnTkVGRgbc3d1x/fp1Fj5EhUCr4uf58+fo1asXYmNjERUVhdOnT2Pnzp0wMDDAqFGj4OPjg+HDh+PJkycYPnw43N3d8zyeUqlE79694eLigqtXryI0NBSbN2/WKvCaNWsQHx+PL7/8UqvtiYhKIyMjIxgZGcHQ0BBr167Fzp07eauLqJBoVfyYmJigfv360NHRQYsWLXDw4EG0bdsWy5YtQ1hYGCwsLODi4gJDQ0O4uLjAxcUlz+MdPnwY8fHxWLp0KWrWrIn58+drNTJ0REQEpk+fjp9//hl6enrafYVERKWEWq1GcnIygDct6Rs2bMDly5cxbtw4Ps1FVIi0Kn4sLS2xcOFCmJub4+DBg9i9ezf8/f0xY8YMHDt2DE5OTpg0aRJsbW0xadIkTJ06Nc/jhYSEoGXLljA2NgYANGrUCKGhoe/M4e3tjWrVquHp06c4f/58ntsqlUooFIosLyKikurly5fo3r07Ro4cqekGYGlpiYYNG0qcjKjsyVefH5lMhgYNGuDIkSMYOHAgqlevjrlz56JmzZr5OqlCoYCTk1OW48rlcsTGxua6z4ULF/D777+jatWqePjwITw9PeHl5ZXr9r6+vrCwsNC8HBwc8pWRiKi4nDx5Ek2aNEFgYCAOHDiAe/fuSR2JqEzLV/GTlpYGAPj1118hl8uRmpqKNWvWwNPTE4D2HZ51dXVhYGCQZZ2hoaGmuTcn69evR4sWLfDXX3/hhx9+wIkTJ7B69WqEhYXluP20adMQHx+veT19+lSrbERExUWlUmHOnDno0qULIiMj4ezsjCtXruCDDz6QOhpRmZav4icqKgrPnj3DnDlzMH78eLRo0QJWVlb4+uuvoVKpkJ6ertVxrK2tERUVlWVdQkIC9PX1c93n2bNn6NGjh6bAcnBwgK2tLR4+fJjj9gYGBjA3N8/yIiIqKV68eIGuXbvi+++/h1qtxsiRI3H58mXUr19f6mhEZV6+ip/FixejatWquH37NmrVqgUAmDNnDurXrw+lUonU1FStjuPq6ooLFy5olsPDw6FUKvOckK9q1apISUnRLCcmJiImJgZVqlTJz5dARCQ5IQR69eqFkydPwsTEBFu3bsVvv/0GE84JSFQsCm1iUwCIi4uDpaXlO7fLyMhA5cqVsXDhQowcORJjx45FZGQkDhw4gLi4OJiZmWWbKiMwMBAeHh7YtWsXatWqhZkzZyIoKAg3btzQ6nYbJzYlopLkzJkz8Pb2hp+fH+rWrSt1HKISq0TP6p5ff/75Jzw8PGBkZAQdHR2cOnUKzs7OkMlkCAoKQpMmTbLts3HjRixcuBBPnz5FkyZNsHnzZq3vjbP4ISIpPX/+HDdv3kT37t0169RqNacFInoHSYsfb29v6OrqQldXN9f/rJn9fvr27Yv27du/85iRkZG4du0aWrZsCRsbm/wlzycWP0QklcOHD2P48OFITk7G1atXUa9ePakjEZUaRfH5rfWfHOvXr4eZmRmMjIxgYGCQ48vY2BibN2+GoaGhVse0s7NDz549i7zwISKSQnp6Or755hv06NED0dHR+OCDD/J8sIOIiofWLT+2trbZntDKiZOTE8LDw987WGFjyw8RFacnT57Aw8NDMyCrl5cXFi9erPUfh0T0RlF8fms9q/t/OxWPHz8ecXFx0NHRgRAC+vr62LJlS7btiIjKowMHDsDT0xOxsbGwsLDAxo0bMWDAAKljEdH/0br4+a+jR4/i+++/B/Dmkc3JkycXZiYiolLtwoULiI2NhaurK/z9/VGjRg2pIxHRfxSo+AGgGdUZAL766qtCCUNEVFoJITQt3z/88AMqVaqECRMmsI8PUQlUoGcs3761xVtdRFSe/fHHH+jevbtmCiBdXV1MmjSJhQ9RCVWglh8hBFq3bq35NxFReaRUKjFlyhT88ssvAIDVq1fD29tb2lBE9E4FKn5+//13CCE0HZ5VKlVh5yIiKtEePHgAd3d3XL9+HQAwdepUTJw4UeJURKSNAhU/zZs3L+wcRESlxq5duzB27FgkJCTAxsYGW7duRY8ePaSORURa0rr4iY6Ofufz9UIIpKSkYOPGjRg9evR7hyMiKmmWLFkCHx8fAEDbtm2xc+dOVK1aVeJURJQfWhc/T548gZ6eHvT09LJNOpopLS0N6enpRTOIIBFRCdC3b1/MmzcPEydOxJw5c6CrW+CHZolIIlr/r+VfNkRUXt28eRMNGzYEANSqVQsPHjxAhQoVJE5FRAXF6YSJiHKRnJyMMWPGoHHjxjh+/LhmPQsfotJN6+Jn7969uHjxIp4+fZrt6a6oqCgoFAooFArEx8fj1atXhR6UiKg4hYaGws3NDRs3bgQA3Lp1S+JERFRYtL7t9emnn8LGxgavX7+GTCZD7dq1MXv2bLi7u6NSpUrZBjrk4+9EVBoJIbB582ZMnDgRKSkpsLOzg5+fHzp16iR1NCIqJFq3/JiZmeHly5dQKpV4/PgxWrdujSlTpgAA5HI50tPToVQqYW5urhnllIioNElMTISnpydGjRqFlJQUdO3aFcHBwSx8iMoYrYufzJYduVyOKlWqoEePHrCwsEBKSsqbA+noQFdXFzKZLNenwYiISrKDBw9i27Zt0NHRwY8//ogjR46gUqVKUsciokJW4Gc0+/Xrh/79+wPg3F5EVDYMGjQIV65cQZ8+fdC+fXup4xBREdG65eftObxY8BBRaadQKPDll1/i9evXAN78XluyZAkLH6IyTuviJz4+HlZWVvjkk0/wxx9/FGUmIqIiFxQUBBcXF/z8888YM2aM1HGIqBhpXfyYm5vj8OHDaN68Oby9vdG2bVtERUUVZTYiokInhMDq1avRsmVLPHjwAI6Ojpg6darUsYioGGld/Ojo6KBly5aYOXMmQkNDYWBggN69e0OlUkGlUmH69OmYPn06UlJSMHPmzKLMTERUIPHx8Rg0aBAmTpyItLQ09OnTB0FBQWjVqpXU0YioGGnV4VkIgfT0dM2yqakp/vjjDzRq1Ajr16/H4MGD8erVK8hkMnz22Wd4+fJlkQUmIiqIO3fuoGfPnggPD4eenh4WLlwIb29v9l8kKoe0Kn4yMjKy/WVkYWGB6dOnY8GCBXj48CF0dDhTBhGVXPb29hBCoHr16ti1axfc3NykjkREEtGq+NHT08OxY8eyrR88eDD7/RBRiZWQkABTU1PIZDJYWlri4MGDqFy5MiwtLaWORkQSeq/mGgsLC8yYMYOtPkRU4ly8eBENGzbEunXrNOucnZ1Z+BCRdsXPTz/9hHnz5ml1wOvXr6Nnz57vFYqIqKDUajWWLFmCdu3a4d9//8Uvv/yCjIwMqWMRUQmiVfHzv//9D+Hh4ejatStu3ryZ4zbJycn44Ycf4OnpiYULFxZqSCIibURHR6NPnz7w8fFBRkYG3N3d8c8//0BXt8CD2RNRGaTVbwR9fX1s3LgRJ06cgJeXF+Lj4+Hq6opKlSohMTERDx48QFhYGIYNG4bLly/DyMioqHMTEWVx7tw5DB48GM+fP4eBgQFWrlyJsWPH8mkuIspGJt6et0ILr169wq1bt/Dq1SuYmJigWrVqaNSoUVHkKzQKhQIWFhaIj4+Hubl54Z8gKQkwNX3z78REwMSk8M9BRDl6/vw5atSogbS0NHzwwQcICAgo8b+TiEg7RfH5XaC24IoVK6Jz586FEoCI6H1VqVIFM2bMwL179/Drr7/CNPMPESKiHPBGOBGVSqdOnYK9vT0++OADAMCMGTMAcNJlIno3PqNORKWKSqXCDz/8gA8//BCffvopUlJSALwpelj4EJE28lX83L17N9u6mJgYAEBKSgr69etXOKmIiHIQGRmJjz76CLNnz4ZarUbz5s1RgG6LRFTO5av46dChA8LCwuDh4aFZ9+mnn2Lnzp3Q09PDw4cPCz0gEREAHD9+HI0bN8aJEydgYmKCrVu34rfffoOxsbHU0YiolMlXnx8bGxtUrFgRL168wMSJE9GqVSvo6Ohg8ODBkMlkHEuDiApdRkYG5syZgx9//BFCCDRs2BABAQGoW7eu1NGIqJTKV8uPqakprKyscPDgQTg7O6Nz587w9vbG9u3bAYDNz0RU6IQQOHHiBIQQ+Pzzz3Hp0iUWPkT0XgrU4fmXX37BsGHDEBwcjEGDBuHRo0eFnYuIyrnMP6b09PSwc+dO7Nq1C2vWrOEgqkT03rS+T/Xq1Sukp6dDrVYjKCgI/fr1w6JFizBkyBAMGDAAarUaMpkMQgikpqaW3F9QSUmAXF40xyWi95aeno6ZM2dCrVZj0aJFAABHR0c4OjpKnIyIygqtip87d+6gUaNGcHR0xNatW7F582ZMnDgR8+fPx0cffYRGjRppHjGVy+WQyWRQqVRFGrzAKleWOgER5eLJkyfw8PDA+fPnAQDDhw9HgwYNJE5FRGWNVre96tSpgxs3bsDExATr1q1Dr169oKOjA3t7e6xduxYrV67E69evUb9+fcTGxuLFixdFnbvkatMG4NMnRPl24MABNG3aFOfPn4eFhQV2797NwoeIioRWLT9yuRz16tWDoaEhzp8/j23btmHcuHHYvn07Xr16hZCQEHh5eUEul8PCwqKoM7+fBw8AO7uiO76xMcCB1oi0lpaWhmnTpmHp0qUAAFdXV/j7+6NGjRoSJyOisqpAz6b369cPBgYGaNy4MVJTU9GhQwcApWRYeWNjTjpKVEIIIdCrVy8EBgYCALy9vbFw4ULo6+tLnIyIyrJ8Pe2VkJCAjIwM9OvXDxcvXoShoSFmzZpVOooeIipxZDIZRo8eDSsrK+zbtw/Lli1j4UNERS5fxU9UVBTi4uJQuXJlLFmyBFWrVsXIkSMxbNgwpKenIzU1tahyElEZoVQqERoaqll2d3fHgwcP8Mknn0iYiojKk3wVP9HR0ahQoQK2bNkCHZ03u06aNAm7du2CSqVC27ZtiyQkEZUNDx8+RJs2bdC5c2dERkZq1ltbW0uYiojKm/ee1d3MzAy2trYwNDTEunXrCiMTEZVBAQEBaNq0Ka5du4aMjAwOjkpEktGqw3NiYiK++OILmJiYvLN/j4mJCTw8PNCsWbNCCUhEpVtKSgomT56MNWvWAADatm2LnTt3omrVqhInI6LySqviR1dXF25ubjA1NX1n8RMUFIQvv/wS586dK5SARFR6hYWFYdCgQbhx4wZkMhmmTZuGOXPmcBJkIpKUVr+BDA0N4eXlhRcvXmDfvn0wMjLS9PkB3jyuqlQqMW7cONSqVQu3b98ussBEVHosWbIEN27cgK2tLbZv346PPvpI6khERPkb5ychIQGnTp2CmZkZ9PT0NOtVKhUSEhIwbtw4tGrVSjNmBxGVb8uWLYNarca8efNgb28vdRwiIgD5KH4uXLiAsLAw7Nq1C2FhYTh27BgcHBxQr149fPDBB5rt/tsiRETlS2hoKDZu3IglS5ZAJpPB1NQUGzdulDoWEVEWWlcqL168QHBwMADg7t272LZtG/bt24eBAweiZs2amDx5Mp4+fVpUOYmohNu8eTNcXV2xdOlSrF69Wuo4RES50rr4kcvlOHfuHBYuXIgzZ86gdevW2Lx5M1auXAkhBAwNDeHi4oItW7YUZV4iKmESExPh6emJkSNHIjk5GV26dMHAgQOljkVElCutb3sJIWBgYICXL1/i3r17OHPmDO7evYtWrVph27ZtaNOmDQYPHoxu3bpBpVJh1KhRRZmbiEqAmzdvYtCgQbh79y50dHTwww8/YNq0abz9TUQlmta/oWxtbfHVV19h6dKl+Ouvv/Dq1St8+OGHWLJkCeLi4gAAjRo1gp+fH44fP15UeYmohNi1axfc3Nxw9+5dVK5cGSdPnsR3333HwoeISjyZEEK8a6PIyEg0btwYo0ePhoeHBywsLDTv3bt3D7Vq1dL8wlOpVEhNTUW9evWKLnUBKBQKWFhYID4iAuZ86oTovV26dAlt27ZFly5dsHXrVtja2kodiYjKIM3nd3w8zM3NC+WYWt32Mjc3x6+//ordu3ejefPmyMjIgKWlJSpVqoS3a6f09HSkpaXhyZMnhRKQiEoOhUKh+eXTokULnD9/Hi4uLmztIaJSRavfWMbGxujfvz/8/Pzw+PFjeHl5ITU1Fb1798adO3eyvB48eMDCh6iMEULg119/RbVq1XDjxg3NeldXVxY+RFTq5Pu3lr29PVasWIHz589zbh6iciA+Ph7u7u744osvEBcXh99++03qSERE76XAE+w0btwYjRs3LswsRFTCXL16Fe7u7nj06BH09PSwcOFCeHt7Sx2LiOi9aN3yo1arcefOnXduFxcXBw8Pj/cKRUTSEkJgxYoVaN26NR49eoTq1avj3Llz+Oqrr945uTERUUmndfETFxeH5s2bZ1lXt25dpKamZlmnVqtx8ODBwklHRJLYtWsXvL29kZ6ejv79+yMoKAhubm5SxyIiKhRaFz/6+vpZJjMFgNevX8PQ0DDbdrq6776bduvWLbi6usLKygo+Pj7ZnhrLS1xcHOzt7fH48WOt9yEi7X366af4+OOP8fPPP2P37t2wtLSUOhIRUaHRuviRyWTZnurIqflbmyZxpVKJ3r17w8XFBVevXkVoaCg2b96sbRT4+PggMjJS6+2JKG9qtRq//fabpiVXLpfj4MGD8PLy4m0uIipzJHlG9fDhw4iPj8fSpUtRs2ZNzJ8/X+uZn8+cOYM///wTNjY2RZySqHx4/fo1+vTpg9GjR+Orr77SrGfRQ0RlVb6e9kpKSsoyZ1dCQkK2ObzS09PfeZyQkBC0bNkSxsbGAN5MixEaGvrO/ZRKJT7//HOsXLkS33zzzTu3VSqVmmWFQvHO4xOVN//88w8GDx6MZ8+ewcDAgE9wElG5kK/iRy6Xo379+prlefPmZdsmLS3tnR2eFQoFnJycNMsymQxyuRyxsbGwsrLKdb/58+ejTp06cHd3f2fx4+vrizlz5uS5DVF5pVarsWjRIsyYMQMqlQp16tRBQEAAix8iKhfyVfwYGhri66+/znObxMRELF68OO+T6urCwMAg27GTk5NzLX7u3LmDNWvWICgoSKus06ZNw+TJkzXLCoUCDg4OWu1LVJZFRUVh+PDhOHLkCADgs88+w6+//gpTU1OJkxERFY8CD3KYG236CVhbW+PWrVtZ1iUkJEBfXz/H7YUQGDduHObNm4fKlStrlcPAwCBbgUVEQEpKCi5dugQjIyP88ssvGDlyJPv3EFG5UuDiZ8aMGdiyZUu2X5pqtfqd+7q6umL9+vWa5fDwcCiVSlhbW+e4/ZMnT3Du3DncvHkTPj4+AN605DRq1Ahr1qzBkCFDCvplEJULQgjN/1VHR0cEBATA3t4+y21sIqLyQuviR6VSZenMPHToUHTu3BlyuTzLdsnJyRg6dGiex2rfvj0UCgU2bdqEkSNHYv78+ejSpQvkcjni4uJgZmaW5bhVqlRBeHh4lmO0bdsW/v7+aNKkibZfAlG5FBkZiWHDhsHb2xs9e/YEAHTp0kXiVERE0tG6+DEwMMCKFSs0y/Xq1UO9evWybRcfH4+0tLS8T6qriw0bNsDDwwM+Pj7Q0dHBqVOnAABWVlYICgrKUtTo6uqievXq2Y5RtWpV9lMgysPff/+NoUOH4uXLl7h37x4ePHiQbbBSIqLyRibyM7RyHtRqNcLCwlCzZk0cOXIEffr0eec+kZGRuHbtGlq2bFnk4/YoFApYWFggPiIC5vb2RXouIqllZGTghx9+wLx58yCEQMOGDREQEIC6detKHY2IKF80n9/x8TA3Ny+UY+ZrYtO//vor1/dVKhWaN28OfX19VKpUCUlJSe88pp2dHXr27MkBC4kKUUREBD788EPMnTsXQgiMHTsWly5dYuFDRPR/tC5+hBA5juuTSU9PT9Oc7uXlhU2bNr1/OiLKl5cvX6Jx48Y4c+YMTE1N4efnh3Xr1sHIyEjqaEREJYbWfX7kcjn09PTw559/wsvLK9uEpkII6Ojo4NKlS4iIiMCYMWMKPSwR5a1SpUro168frly5goCAANSuXVvqSEREJU6+5/ZKTU2Fu7s71Go1PvnkE3z88ccQQmD79u0QQmDXrl2YMmVKtuKIiIrG06dP8erVK83yihUrcOHCBRY+RES5KNDEptWrV4exsTGcnJzg6OgIIyMjtGjRAgDg7OyMYcOGFWpIIsrZwYMH0aRJEwwdOhQqlQoAYGRkxD8+iIjyoFXxI4SAr68vEhMT8fz58zy3HTNmDCpUqFAo4YgoZ+np6ZgyZQp69eqFmJgYxMbGIjY2VupYRESlglbFT3p6OoKDg3H37l3Mnz8fwJuCiIiK3+PHj9GuXTv89NNPAIBJkybhn3/+4R8dRERa0qr40dfXx65du9C8eXP88ssvAHKfw2v58uUICwsrvIREpLFv3z40bdoUly5dgqWlJfbu3Yvly5dzHjsionzId58fmUyG169fIy0tDdHR0Zp/P3r0CMCbWd19fX0LPShReZeWloZvvvkGcXFxaNmyJYKDg9G3b1+pYxERlToFmtjU19cXhoaGWLZsmWadi4sLZDIZJk+ejDp16uD169ccvJCoEGW2wPr7+2Pu3LmcpoKIqIC0nt5CCIFWrVrh4sWLuW5jaWmJuLg4TJs2DXZ2dpg0aVKhBX1fnN6CSqOAgADExMRg/PjxUkchIpJEUUxvka9Z3du1a5fr+xkZGcjIyAAAjBgxAqmpqe+fjqicSk1NxVdffYU1a9ZAT08PrVu3RqNGjaSORURUJmhd/Ojq6mLx4sW5vi+Xy7F3714AwAcffPD+yYjKqXv37mHQoEEICQkBAEyZMgXOzs4SpyIiKjsK1OcnJzKZDF27di2swxGVS35+fvj888+RmJgIW1tbbNu2Dd26dZM6FhFRmVKgEZ6JqPBNnDgRQ4cORWJiIjp27Ijg4GAWPkRERYDFD1EJ4eTkBJlMhlmzZuH48eOoXLmy1JGIiMqkQrvtRUT5FxcXB0tLSwDA5MmT0alTJ7i4uEgbioiojGPLD5EEkpKS4OnpiVatWiExMREAoKOjw8KHiKgYsPghKmY3b95E8+bNsXXrVty7dw8nT56UOhIRUbnC4oeomAghsGHDBri5ueHu3buoXLkyTpw4gd69e0sdjYioXGGfH6JikJCQgPHjx8PPzw8A0L17d2zduhW2trYSJyMiKn/Y8kNUDLy9veHn5we5XI4FCxbg4MGDLHyIiCTClh+iYjBv3jzcuHEDy5cvR5s2baSOQ0RUrrHlh6gIxMfHY9OmTZple3t7XL58mYUPEVEJwJYfokJ29epVuLu749GjRzAzM8PAgQMBvJkChoiIpMeWH6JCIoTAypUr0bp1azx69AjVqlWDg4OD1LGIiOgtbPkhKgSxsbEYPXo09u7dCwDo168fNm7cCCsrK4mTERHR29jyQ/SeLl++jGbNmmHv3r3Q19fHypUrsWfPHhY+REQlFFt+iN5TREQEHj9+jBo1aiAgIIBTVBARlXAsfogKQAih6cDct29fbN26FX369IGFhYXEyYiI6F1424son86dO4dmzZrh2bNnmnXDhg1j4UNEVEqw+CHSklqthq+vLzp27Ijg4GB89913UkciIqIC4G0vIi28evUKw4cPx9GjRwEAQ4YMwS+//CJxKiIiKggWP0TvcPr0aXh4eODFixcwNDTEL7/8glGjRnHQQiKiUorFD1EeDh48iD59+kCtVqNevXoICAhAgwYNpI5FRETvgcUPUR46deoEZ2dnuLi4YNWqVTAxMZE6EhERvScWP0RvuXLlClxcXKCjowNjY2OcO3eOT3IREZUhfNqL6P+oVCrMmjULLVq0wIIFCzTrWfgQEZUtbPkhwptRmocMGYLTp08DAJ4+fZplIEMiIio7WPxQuXf06FF89tlniI6OhqmpKdauXYshQ4ZIHYuIiIoIb3tRuZWRkYFp06ahe/fuiI6ORuPGjXHt2jUWPkREZRyLHyq37t27h2XLlgEAvvjiC1y8eBF16tSROBURERU13vaicsvZ2RmrVq2Cubk5Pv30U6njEBFRMWHLD5UbaWlpmDp1Kq5evapZN3r0aBY+RETlDIsfKhceP36M9u3bY/HixXB3d4dSqZQ6EhERSYTFD5V5+/btQ9OmTXHp0iVYWlrip59+goGBgdSxiIhIIix+qMxSKpWYNGkS+vXrh7i4OLRo0QJBQUHo27ev1NGIiEhC7PBMZVJMTAw++ugjXLt2DQDw9ddfY/78+dDX15c4GRERSY3FD5VJlpaWqFixIqytrbFlyxb06tVL6khERFRCsPihMiM1NRVqtRrGxsbQ0dHB1q1bkZKSAgcHB6mjERFRCcI+P1Qm3L9/H61atcLEiRM16ypUqMDCh4iIsmHLD5V6O3fuxLhx45CYmIhnz57hxYsXsLe3lzoWERGVUGz5oVIrOTkZY8eOxZAhQ5CYmIgOHTogJCSEhQ8REeWJxQ+VSnfu3EGLFi2wYcMGyGQyzJw5E8ePH0flypWljkZERCUcb3tRqZORkYEePXrg8ePHqFSpErZv344uXbpIHYuIiEoJtvxQqaOrq4s1a9aga9euCA4OZuFDRET5IhNCCKlDFAeFQgELCwvER0TAnH1CSp1bt27h2bNn6N69u2adEAIymUzCVEREVNQ0n9/x8TA3Ny+UY7Llh0o0IQQ2btwIV1dXuLu749GjR5r3WPgQEVFBsPihEishIQHDhg3DmDFjkJqailatWsHU1FTqWEREVMqx+KESKSQkBM2bN8eOHTsgl8vh6+uLQ4cOoWLFilJHIyKiUo5Pe1GJs3btWkyaNAlKpRJVq1aFv78/2rRpI3UsIiIqI9jyQyVOaGgolEolevXqheDgYBY+RERUqNjyQyXCf5/cWrRoEZo2bQpPT092aiYiokInWcvPrVu34OrqCisrK/j4+ECbJ+7nzJkDa2trGBgYoF+/fkhISCiGpFSUhBD4+eef8dFHHyEjIwMAYGBggBEjRrDwISKiIiFJ8aNUKtG7d2+4uLjg6tWrCA0NxebNm/PcZ8eOHdixYweOHDmC27dv486dO1iwYEHxBKYiERsbiwEDBuDLL7/E8ePH4e/vL3UkIiIqByQpfg4fPoz4+HgsXboUNWvWxPz587Fx48Y893n69Cm2bNkCNzc31KpVC+7u7ggKCiqmxFTYLl26hGbNmmHv3r3Q09PDihUrMHToUKljERFROSBJn5+QkBC0bNkSxsbGAIBGjRohNDQ0z32+/fbbLMthYWGoXbt2rtsrlUoolUrNskKheI/EVFiEEFi6dCm+/fZbZGRkoEaNGti1axeaN28udTQiIionJGn5USgUcHJy0izLZDLI5XLExsZqtf+9e/ewd+9ejBs3LtdtfH19YWFhoXk5ODi8d256f19//TWmTJmCjIwMDBw4ENevX2fhQ0RExUqS4kdXVxcGBgZZ1hkaGiI5Ofmd+6rVaowaNQpjxoxB/fr1c91u2rRpiI+P17yePn363rnp/Y0ZMwbW1tZYvXo1AgICYGFhIXUkIiIqZyS57WVtbY1bt25lWZeQkAB9ff137jt37lzExMRg8eLFeW5nYGCQrcCi4qdWq3H58mW0bNkSAODs7IzHjx/DzMxM4mRERFReSdLy4+rqigsXLmiWw8PDoVQqYW1tned+Bw4cwNKlS7Fnzx5NfyEquaKiotCzZ0+0bdsW586d06xn4UNERFKSpPhp3749FAoFNm3aBACYP38+unTpArlcjri4OKhUqmz73LlzBx4eHvj555/h4OCAxMRErW6TkTTOnDmDJk2a4MiRI9DT0+NtRyIiKjEk6/OzYcMGeHl5oUKFCti/fz8WLlwIALCyssLNmzez7bNu3TokJSXB09MTZmZmMDMzg7Ozc3FHp3dQqVSYN28eOnXqhIiICNStWxeXL1+Gh4eH1NGIiIgAADKhzdDKRSQyMhLXrl1Dy5YtYWNjU6TnUigUsLCwQHxEBMzt7Yv0XOXVy5cv8dlnn+H48eMAgOHDh2PVqlUwNTWVOBkREZVWms/v+HiYm5sXyjElndvLzs4OPXv2lDICFaL9+/fj+PHjMDY2xurVq+Hp6Sl1JCIiomw4sSkVmrFjx+Lhw4fw9PTkLUkiIiqxJJvYlEq/iIgIjBgxAvHx8QDeDFa5cOFCFj5ERFSiseWHCuTo0aMYNmwYoqKiAOCdE9MSERGVFGz5oXzJyMjAtGnT0L17d0RFRaFx48aYPn261LGIiIi0xpYf0trTp0/h4eGBf/75BwAwfvx4LFu2DIaGhhInIyIi0h6LH9LKhQsX0KtXL8TExMDMzAwbNmzAoEGDpI5FRESUbyx+SCu1atWCoaEhmjVrhoCAANSsWVPqSERERAXC4ody9fr1a83gk7a2tvj777/h5OTECWOJiKhUY4dnytG+fftQq1YtbNu2TbOubt26LHyIiKjUY/FDWaSlpcHb2xv9+vVDXFwctmzZAglnQCEiIip0LH5I49GjR2jTpg1WrFgBAPj6669x6NAhyGQyiZMREREVHvb5IQDA7t27MXr0aCgUClhbW2Pz5s3o3bu31LGIiIgKHYsfQmhoKAYNGgQhBFq3bo2dO3fC0dFR6lhERERFgsUPwdnZGd9++y3UajXmzp0LPT09qSMREREVGRY/5dSuXbvg5uYGJycnAMCPP/7Ivj1ERFQusMNzOZOSkoJx48Zh8ODBcHd3R1paGgCw8CEionKDLT/lyN27dzFo0CDcvHkTMpkM3bp1g44O618iIipfWPyUE1u3bsWECROQnJyMihUrYseOHejSpYvUsYiIiIod/+wv45KTkzFy5Eh4enoiOTkZnTt3RnBwMAsfIiIqt1j8lHFyuRw3btyAjo4O5syZg2PHjsHe3l7qWERERJLhba8ySAgBIQR0dHRgYGCAgIAAPHnyBJ06dZI6GhERkeTY8lPGJCYmYtiwYfj+++8162rWrMnCh4iI6P+w5acMCQkJwaBBg3Dv3j3o6elh7NixcHBwkDoWERFRicKWnzJACIG1a9eiRYsWuHfvHqpUqYITJ06w8CEiIsoBW35KOYVCgbFjxyIgIAAA0LNnT2zevBkVKlSQOBkREVHJxOKnFFOpVGjbti1u3rwJXV1d+Pr6YvLkyRy4kIiIKA/8lCzF5HI5vL294ejoiLNnz2LKlCksfIiIiN5BJoQQUocoDgqFAhYWFoiPiIB5KR7nJi4uDk+fPkXDhg0BvOnvk5SUBFNTU4mTERERFT7N53d8PMzNzQvlmGwmKEUuX76Mpk2bomfPnnj9+jWANxOSsvAhIiLSHoufUkAIgWXLlqFt27Z4/PgxdHV18fLlS6ljERERlUrs8FzCxcTEYMSIEThw4AAAYMCAAdiwYQMsLS2lDUZERFRKseWnBDt//jyaNGmCAwcOQF9fH6tWrcLvv//OwoeIiOg9sOWnBFuxYgWePn2KWrVqISAgAE2bNpU6EhERUanH4qcEW7NmDezt7TF37lyYmZlJHYeIiKhM4G2vEuTMmTPw9vZG5ugDVlZWWL58OQsfIiKiQsSWnxJApVLB19cXs2fPhlqthqurK4YOHSp1LCIiSalUKqSnp0sdg4qBvr5+sQ7Sy+JHYi9fvsRnn32G48ePAwCGDRuGTz75ROJURETSEUIgMjIScXFxUkehYqKjowMnJyfo6+sXy/lY/EjoxIkTGDp0KCIjI2FkZITVq1djxIgRUsciIpJUZuFTsWJFGBsbQyaTSR2JipBarUZERARevHgBR0fHYrneLH4ksnz5ckyePBlCCNSvXx8BAQFwdnaWOhYRkaRUKpWm8LGxsZE6DhUTW1tbREREICMjA3p6ekV+PnZ4lkjTpk0hk8kwatQoXL58mYUPERGg6eNjbGwscRIqTpm3u1QqVbGcjy0/xSgqKgq2trYAgA4dOiAkJAQNGjSQOBURUcnDW13lS3Ffb7b8FIOMjAx89913qFmzJsLCwjTrWfgQEREVPxY/RezZs2fo3Lkz5s+fj4SEBOzbt0/qSEREVAT+/vtv6OjoZJl4evPmzWjSpEmW7SwtLXHq1CkAwOvXr9G3b1+YmJjAzc0NN27cKNKMp0+fRr169VChQgUsXbpUq30SEhIwZswY2NnZoXr16vj5558176lUKkyYMAHm5uYwNjbG2LFjkZGR8c79pMbipwgdOnQITZo0wdmzZ2FmZgZ/f3988803UsciIqIicOzYMQghEBgYqPU+np6eUKlUCAkJwYABA9C/f39N8VDYoqKi0KdPH3h4eODChQvYsWMHTp48+c79JkyYgIcPH+LixYvYvHkzvv/+e2zcuBEAsGDBAgQFBeHixYs4f/489u/fj02bNr1zP6mx+CkC6enpmDp1Knr27InXr1+jWbNmuH79Otzd3aWORkRERSQwMBAdO3bUuvh58OABDh8+jA0bNqBWrVqYMmUKYmJicOnSpTz3a9asGSwtLbO9/vzzzzz327FjBypXroyZM2eidu3amDVr1juLEaVSiYCAACxZsgTVq1dHx44dMXr0aOzfvx8AEB0dDT8/Pzg7O6NJkyb4+OOPERQU9M79pMYOz0Vg3bp1WLx4MQDgf//7HxYvXgwDAwOJUxERlUJCAMnJ0pzb2BjQsiNuVFQUQkJCsH//fowbN06rfS5cuIAaNWqgUqVKAAC5XI5JkybB0NAwz/0OHDiQ48jXFStWzHO/kJAQdOrUSdO52M3NDd9++22e+8THxyM9PR2Ojo6adXK5HHK5HACwbNmyLNuHhYXB3d39nftJjcVPERg3bhwOHTqE0aNHo3///lLHISIqvZKTAVNTac6dmAiYmGi16fHjx1GnTh106dIFr1+/xs2bN9GwYcM894mIiMhWsMyePfud56pSpYpWmd6mUCiyDKtibm6OiIiIPPepUKECHBwcsH//fowZMwZJSUn4/fffMXny5Gzbnjx5Erdu3cKBAwdgY2Oj9X5S4G2vQpCWloZly5YhLS0NAKCnp4eDBw+y8CEiKieOHTuGli1bwtDQEE2bNtXq1ld6enqxtoTo6upmuQthaGiI5He0quno6GDjxo2YPn06evXqhdq1ayMmJgafffZZlu2SkpIwduxYzJ49G7a2tlrvJxW2/Lyn8PBwuLu748qVK3j+/DmWLFkidSQiorLD2PhNC4xU59ZSYGAgoqOjsXfvXiQnJ8PS0jLPVg6ZTAZLS8ts85c1atQI06dPx+DBg3Pdt1mzZnj06FG29Vu3bkWfPn1y3c/a2hpRUVGa5YSEBK3m0uratSuePHmCe/fuoXv37pgyZQrMzc2zbOPl5QVHR0d8/fXX+dpPKix+3sOePXswevRoxMfHw8rKCu3bt5c6EhFR2SKTaX3rSSqhoaF4/vw5Ll68iEqVKuHMmTMYP348lEolrK2tsxQ46enpSEpKgrW1NZo0aYKwsDAkJCTAzMwMGRkZCA8PR9WqVfM8X0H7/Li6usLPz0+zHBQUpPUtNENDQ9y7dw8ymQze3t5Z3lu9ejWOHTuG69evZ5uZPa/9JCXKifj4eAFAxEdEvPexUlJSxMSJEwUAAUC0atVK/Pvvv4WQkoiofEtJSRGhoaEiJSVF6ihaW7ZsmahVq5ZmWaFQCF1dXXH8+HERGRkpjIyMxOrVq8WzZ8/Ed999J+zt7UVqaqpQqVSicePGYujQoeLhw4fim2++EVWrVhVpaWlFkjMqKkoYGhqKwMBAkZaWJrp37y68vLyEEEKoVCoRGxsr1Gp1jvuqVCpRv359sXHjxizrT5w4IQwMDERgYKBISEgQCQkJIjk5+Z37vS2v6675/I6Pz++XnCv2+cmnhw8fonXr1li1ahUAYOrUqTh9+nSWHu1ERFR+BAYGonPnzpplMzMzuLm54dixY6hUqRL8/PywcuVK1KlTB4cOHUJAQAAMDAygo6ODP//8E69evUKDBg1w6tQpHDp0qMgm9qxQoQKWLVuGHj16oFKlSggLC8OMGTMAAE+ePIGVlRXi4+Nz3Hfr1q2Qy+UYMWJElvUrV66EUqlE165dYWZmBjMzM3z88cfv3E9qMiGEkDpEcVAoFLCwsEB8RATM7e0LfJwHDx6gWbNm0NfXx9atW9GjR49CTElEVL6lpqYiPDwcTk5O73zkmwomPDwcd+/eRbt27WAq1ZN0b8nrums+v+PjC63PEPv8aEGtVmvuY9aqVQt79uxBvXr13nlfloiIqKRxcnKCk5OT1DEkxdte7xAWFgYXFxecOHFCs65r164sfIiIiEopFj952L59O1xcXBAcHIzJkyejnNwhJCIiKtNY/OQgKSkJo0aNwrBhw5CUlIROnTrh8OHDmiHBiYioaPGPzfKluK83i5+33L59G25ubti0aRNkMhm+//57BAYGwv49OkkTEZF2Mp90etfIw1S2ZM6QUFwjXrPD83/cv38frq6uSElJgZ2dHfz8/NCpUyepYxERlRtyuRyWlpZ49eoVAMDY2Jit7mWcWq1GVFQUjI2NoatbPGUJi5//qFWrFvr164eoqChs3779naNlEhFR4bOzswMATQFEZZ+Ojg4cHR2LrdAt9+P83LhxA1WrVoW1tTUAICUlRTP4FBERSUelUuU4jQOVPfr6+rl+7nKcn0IkhMC6deswadIkdOvWDfv27YNMJoORkZHU0YiICG9ugRXnrOdUfkjWvHHr1i24urrCysoKPj4+WvX03r17N6pVq4bKlStj586dBT63QqGAh4eHZuK59PR0dq4jIiIqJyQpfpRKJXr37g0XFxdcvXoVoaGh2Lx5c5773Lp1C0OHDsXMmTNx9OhRzJo1C2FhYfk+d/DNm3BxccGuXbugq6uLRYsW4a+//oJJCZ81mIiIiAqHJH1+9u3bh1GjRuHZs2cwNjZGSEgIJk6ciHPnzuW6j7e3N+7evYsjR44AAFasWIGoqCjMmzdPq3Nm3jPU09NDeno6HB0d4e/vj1atWhXK10RERESFr8z0+QkJCUHLli1hbGwMAGjUqBFCQ0Pfuc9/Z4p1c3PDDz/8kOv2SqUSSqVSs5w5U216ejo+/vhjrF69GtbW1lAoFO/zpRAREVERyvycLsy2GkmKH4VCkWVSNZlMBrlcjtjYWFhZWWm1j7m5OSIiInI9h6+vL+bMmZPje4cPHy73k7oRERGVJq9fv4aFhUWhHEuS4kdXVxcGBgZZ1hkaGiI5OTnX4uftfTK3z820adMwefJkzXJcXByqVauGJ0+eFNo3jwpOoVDAwcEBT58+LbRmTCoYXouSg9ei5OC1KDni4+Ph6OioGZKmMEhS/FhbW+PWrVtZ1iUkJEBfXz/PfaKiorTe3sDAIFuBBQAWFhb8QS5BzM3NeT1KCF6LkoPXouTgtSg5CnP8PUme9nJ1dcWFCxc0y+Hh4VAqlXlWdW/vExQUhCpVqhRpTiIiIip7JCl+2rdvD4VCgU2bNgEA5s+fjy5dukAulyMuLg4qlSrbPgMGDIC/vz9u3ryJxMRErFy5Et26dSvu6ERERFTKSVL86OrqYsOGDfDy8kKFChWwf/9+LFy4EABgZWWFmzdvZtuncePGmDRpEpo3b44qVapALpfjiy++0PqcBgYGmD17do63wqj48XqUHLwWJQevRcnBa1FyFMW1kHRur8jISFy7dg0tW7aEjY2NVvuEhobi+fPn6NChQ559foiIiIhyUm4mNiUiIiICJJzbi4iIiEgKLH6IiIioXGHxQ0REROVKmSp+bt26BVdXV1hZWcHHx0ereUB2796NatWqoXLlyti5c2cxpCwfCnIt5syZA2traxgYGKBfv35ISEgohqRlX0GuRaa4uDjY29vj8ePHRRewHCnotVCr1WjdujV++umnIk5YfuT3WgghMGHCBFhbW8PS0hIjRoxASkpKMaUt+6Kjo+Hk5KT175rTp0+jXr16qFChApYuXZrv85WZ4kepVKJ3795wcXHB1atXERoais2bN+e5z61btzB06FDMnDkTR48exaxZsxAWFlY8gcuwglyLHTt2YMeOHThy5Ahu376NO3fuYMGCBcUTuAwryLX4Lx8fH0RGRhZdwHLkfa7FmjVrEB8fjy+//LJoQ5YTBbkW27ZtQ1hYGIKCgnD27Fncvn0bvr6+xRO4jIuOjkavXr20LnyioqLQp08feHh44MKFC9ixYwdOnjyZv5OKMmLv3r3CyspKJCUlCSGECA4OFm3atMlzn0mTJolu3bpplpcvXy6+++67Is1ZHhTkWvj6+orz589rlmfNmiU+/vjjIs1ZHhTkWmQ6ffq0qFixorCxsRHh4eFFmLJ8KOi1eP78ubCwsBB///13UUcsNwpyLSZOnChWrVqlWZ43b57w8PAo0pzlxYcffihWrFghAGj1u2bZsmWibt26Qq1WCyGE2Ldvnxg6dGi+zllmWn5CQkLQsmVLGBsbAwAaNWqE0NDQd+7TuXNnzbKbmxuuXbtWpDnLg4Jci2+//RatWrXSLIeFhaF27dpFmrM8KMi1AN78Zfz5559j5cqVMDU1LeqY5UJBr4W3tzeqVauGp0+f4vz580Uds1woyLWoX78+tm/fjpcvX+Lff/+Fv78/unbtWhxxy7z169fnq1UzJCQEnTp1gkwmA1Cwz+4yU/woFAo4OTlplmUyGeRyOWJjY7Xex9zcHBEREUWaszwoyLX4r3v37mHv3r0YN25cUUUsNwp6LebPn486derA3d29qCOWGwW5FhcuXMDvv/+OqlWr4uHDh/D09ISXl1dxxC3TCnItxowZg8TERNjZ2aF69epwcnKCp6dnccQt8/57LbRRGJ/dZab40dXVzTb0taGhIZKTk7Xe513bk3YKci0yqdVqjBo1CmPGjEH9+vWLKmK5UZBrcefOHaxZswa//vprUccrVwpyLdavX48WLVrgr7/+wg8//IATJ05g9erV7Jv4ngpyLVasWAFLS0v8+++/ePLkCTIyMuDj41PUUSkHhfHZXWaKH2tra0RFRWVZl5CQkOcUGG/v867tSTsFuRaZ5s6di5iYGCxevLio4pUr+b0WQgiMGzcO8+bNQ+XKlYsjYrlRkP8Xz549Q48ePTTN+w4ODrC1tcXDhw+LNGtZV5BrsWPHDvj4+MDR0REODg7w9fXFxo0bizoq5aAwPrvLTPHj6uqKCxcuaJbDw8OhVCphbW2t9T5BQUGoUqVKkeYsDwpyLQDgwIEDWLp0Kfbs2aO5F0/vJ7/X4smTJzh37hx8fHxgaWkJS0tLPHnyBI0aNYKfn19xxS6TCvL/omrVqlkep05MTERMTAx/T72nglwLtVqNV69eaZYjIyOhUqmKNCflrFA+uwvQMbtESk9PF7a2tuK3334TQggxZswY0atXLyGEELGxsSIjIyPbPsHBwcLExETcuHFDJCQkiCZNmoglS5YUa+6yqCDXIjQ0VJiYmIgtW7aIhIQEkZCQoHkSgwouv9ciPT1dhIeHZ3lVqVJFnD17ViQkJBR7/rKkIP8vjh07JmxsbMTx48fF48ePxbBhw0SDBg00T7lQwRTkWkycOFHUqlVLbNq0Saxdu1bUqFFDDBkypFhzl3V462mv+Ph4kZaWlm27qKgoYWhoKAIDA0VaWpro3r278PLyyt+53jdsSbJ//35hbGwsbGxshK2trbh9+7YQ4s03NCgoKMd9pk+fLvT19YW5ublwcXERycnJxZi47MrvtfD29hYAsryqVatWvKHLqIL8v/ivatWq8VH3QlKQa7FhwwZRu3ZtYWhoKFq2bCnu3r1bjInLrvxei9jYWDFs2DBha2srDA0NxSeffCKioqKKOXXZ9nbxU61aNbF3794ct/3111+Fnp6esLKyEk5OTiIyMjJf5ypzs7pHRkbi2rVraNmyJWxsbLTaJzQ0FM+fP0eHDh3Y56cQFeRaUNHgtSg5eC1KDl6L0i08PBx3795Fu3bt8j0kR5krfoiIiIjyUmY6PBMRERFpg8UPERERlSssfoiIiKhcYfFDRERE5QqLHyIqcunp6di+fTuUSmW295KSkqBWqwvtXElJSXjx4kWe26SkpCAhISHX9zMyMrSadJSISiddqQMQUdl3/fp1+Pj4ICwsDKtXr4aZmRkiIyNx/vx5fPbZZ9DR0cGrV6/wv//9DzNnzkRqaiqUSiXkcnmuxxRCIC0tDZaWllm2O3r0KMaPH489e/YgOjoaMpkMKpUK9vb2aN26NQBgw4YNuHTpErZv357jse/fv49GjRrh2bNnsLOzK9xvBhFJjsUPERW5wMBAeHh4wNzcHHPmzIGXlxc6duwIfX19TQvLjBkzNNOa7NixA5MmTYKu7v//FaVUKqFSqTTbZBY/V69ezTIJ7u+//45Ro0bhxYsXWL58OVJTU9G2bVs0adIENjY2MDMzg6mpKUxMTDT72NjYoEKFCjAzM9Ocy8HBAd26dYOenh6ANy1K0dHROH36NJydnYv2G0ZERYrFDxEVuV27dmHx4sW4detWlvVvDzOW2YIzevRojB49Ost7S5Yswa1bt7B58+Zcz/PixQvs2bMHly9fRpMmTXDhwgVUrFgR06ZNAwAMGjQIHTp0gImJiWayUODNTPaWlpaaQU5btWoFb29veHp6agqwmJgYvHz5EvXq1SvYN4GISgz2+SGiInXjxg3cunULhoaGAICZM2eiatWquHDhAp48eYJatWqhfv36WLduHVJTU9/rXAsWLEB6ejosLS0BAPfu3cOrV6+wb98+3L17F2ZmZjAyMsq235QpU9CjRw8kJCRg27ZtMDIywpAhQ/DZZ5/B19cXiYmJ6NevH77//vv3ykdEJQOLHyIqUitXroSVlZVmee7cuXj27BmUSiV69OiB4OBg3LhxA69evcK3336r2S40NBTfffed1ucJDg7G+vXrNYVPSkoKzpw5A5VKhR9//BFHjx6Fnp4edHSy/9r77bff0KBBAxw6dAhjx46Fk5MTJk6ciJcvX2LChAnYvHkznJ2dsXPnzoJ/I4ioxGDxQ0RFJiQkBKdPn0bHjh2zvadUKnH58mX4+/tj27Zt2Lx5M65du6Z5/8WLF9lucfn7+6NChQqaV506dTTvnTlzBhMnTkSlSpUAAL/88gtatWqFlStXwtnZGQ4ODrnm1NXVxddff41mzZph27ZtMDQ0RGxsLBYtWoR//vkHffv2RevWrbPcKiOi0ovFDxEVmTp16uDXX3/N0toye/ZsVK9eHZ06dUJYWBjmzZuHixcvYunSpbhx44ZmO7lcnq3YGDx4MKKjoxEdHY1Xr14hODhY896XX36JRYsWAXjztNacOXPQqlUrnDx5EteuXcu1r45CocC8efPQvn17XLx4EQEBAfjnn3/w0UcfYe3atRg4cCCCg4OxZcsWdO7cGdHR0YX4HSIiKbDDMxEVGSMjI3Tp0gVr1qzRrMt82gt4M57OokWLsHr1anz88cdo1aqV1sfW0dHRPPmVKbNYqlmzJnbu3AkrKysMGzYMAFCvXj2oVCoIIbIUVampqTh+/DhOnz4NmUyGU6dOYdSoUfjiiy8QEhKCKlWq4PXr1zh69Cj8/f05+zdRGcDih4iK1ezZs7F48WJYWFjgxo0bcHNzw5IlS5CUlIS6desWyjl0dHTQu3dvAG9ai1JSUgC8aeVRKpWaztcAYGZmhmPHjmme9Nq4cSPi4uIwadIkODs7o1GjRpptBw0ahJSUlGxFFxGVLix+iKhYZbb8pKenAwB8fHyKrDPxjRs3sH79ek1fol27dgFAlr5EX375Jc6dOwcDAwPNOpVKBQBo3rx5luOpVCrUqFED+/fvL/SsRFR8WPwQUZFTq9WaVyY9PT08ePAAY8aMQceOHeHr6ws3NzdUqVIFKSkpSElJgRACiYmJAIC0tDRkZGRoljMHOdTR0cnyNFl6ejpUKhVOnjwJDw8PLFq0CNWqVQPwpni5cOECgoKCNIMcrl+/PlveuLg4WFlZ4erVq1kGWiSisoH/q4moyKWlpWmmrMi8ZbRt2zZ8++23WLx4MYYMGYJ169ahVatWWLRoEb744gvNyMpVq1bNcqz/LmdkZKBnz56aFh3gzVNkqampWLduHebOnYtRo0Zp3pPL5fj++++RnJyMlStX5po3cw4ypVLJ4oeoDJKJt4dYJSIqBhkZGUhNTYWpqalmXUJCgmaKCSKiosLih4iIiMoVjvNDRERE5QqLHyIiIipXWPwQERFRucLih4iIiMoVFj9ERERUrrD4ISIionKFxQ8RERGVKyx+iIiIqFz5f431G9LReG5UAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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Dy5YtMWTIkHwfmygnbPmhMm/79u24efMmHBwc0KFDB/Tt2xfm5uYAoG7RyJKUlKR+z9TUNNv7z58/R+vWrREQEABHR0e4uLjk+Mr64rtx4wZiYmLUvz3/9NNPCA8Px8OHD7XKnlVEvZ1j3rx5GD16tNafQf369REeHp7tOLmpXr06Ll26hBMnTkAIgc2bN6N27doaLQo5FVOpqan466+/1LdarKys8Ndff2Hnzp0a68aPH59tXxcXF43bTbq6uvDw8EBQUJDGdi9evMD69evRr18/jfVZt7sOHDiQ58+2ceNGREREYOPGjejcuTOWLFmCJk2aoH79+oiNjdX4GZcsWQITExN18Zola3A+T09PdOzYUeM9IQQiIyPh7OycawZra2vY29vD1tYWMpkM5ubmcHR0VN+G7dy5M/z8/HLdPzk5GX/99RcGDBiA0NBQ3LhxAwMGDEBAQADq1KkDJycn9atTp04AgBo1aqBevXp48uQJDh06hF27dmHRokUax9XR0dH4L/Dmz6CdnR2qVq2KmjVr5jqW0a1bt1CnTh2NfbVlaGiII0eOoFKlSrh69SpMTEwwbtw4uLu74+bNm+jWrRuio6Nha2ub72MT5YTFD5V5derUgaurK7755hv4+/vjn3/+gZmZGWxtbdWtBVmePHmCGjVqAABq166N8PBwjds7ERERuHjxotbnPn78OMzNzREYGIjAwEBcuXIFcrlcfevLwMAg28jCWcsGBgaoWbMmZDIZHj16pLHN5cuX8eTJE61zVK5cGfXr18fWrVu13ueff/5B3759cePGDTx48AA1a9Z85z6vX7/GmDFj8t3nJykpCcePH892vOjo6GwDIS5YsAB16tTBuHHj1OuEENiwYQPGjx+PgwcP5nprBnjzuUZFRamP89tvv2Hz5s1wdnbG3r171dvdvXsXM2bMwJIlS9Rfunfv3kXDhg0xYsQIWFpaonLlyli4cCGA/3/dbt68idTUVI1Wm/yOHt27d28EBwcjNDQ0x/c/+eQTfPrpp9DT04OdnR2mT5+OsWPHol+/flAqlTne9srMzERKSgpq1KiBrl27Yt++ffjggw/ylSsv69evR7du3Qq0r0wmg5+fH5YsWYK6devixx9/RJ8+fTB79mwcOHAA3333HTZv3lxoWYlY/FC5MWrUKNjZ2cHX1xfAm1tQR48eVfdTSU1Nxblz59Qjznbq1AlxcXHqFgUAOH/+PAwMDNCwYUOtzpnV3yerRcjDwwOurq7qL3onJyckJSVpTMuQ9YXn5OQEc3NztGzZEvv27VO/r1QqcfXqVbi5ueXr5588eTLmz5+f6+2vtw0dOhQzZ87ERx99hM2bN2dr4cjJvXv3UL9+/XzlAoCnT5+iU6dOGl/24eHhOH/+PFq0aKFed+3aNaxevRrLly/XuBW4ZMkSvH79GgsXLsSIESPg6emJ6OjoXM8nhMD+/fvx9ddfIywsDJ9++imqV6+Ozz//HP7+/rh//z4++eQT9OnTB2PHjlXvV7duXbi4uOD48eMIDw/H8uXL1X1oWrZsiSpVqmDevHno06cPjh07hjlz5qBNmzZafSYpKSk4ceIELl68iC5dusDJyQmzZ89Wv79q1Sr13Gq//vorHj58iK1bt2r0B9PV1cVff/2Fjz76KFufLB0dHRgaGqpbZgpaqOTk9OnTOHr0KL744ov3PlaHDh3Qo0cP6Orq4tSpU7neWiZ6L0X9OBmRVHJ61H3FihVCT09PPH78WFy9elXo6uqKgQMHiqNHj4pu3boJExMTjcdoO3bsKOzt7YWfn5/YuHGjMDMzE+PGjdPq/ElJSUJfX1/88MMPGuuzxpnJyMgQCoVCVKhQQbRp00YcO3ZM7Nq1Szg4OIhOnTqptz9z5ozQ1dUVo0aNEseOHRO9evUSxsbG4tGjR/n6PFQqlejYsaPo2LFjjqNUR0dHCwDi33//1Vjfrl07AUCMGDFCKBSKXI+f9Rjy9evXNdZrO85Px44dRe3atcUvv/wili1bJhwdHYW1tbV48uSJEEKI2NhYUbNmTdG7d2+N/dauXSv09fXV4/nExcWJunXrivr16+c4dk1e1qxZI/T09ISpqakYPny4yMjI0Hrf9PR08eWXX4qKFSuKBw8eiDlz5giZTCb69euX42CJUVFR4vDhw8LU1FQ4OjoKfX19UbVqVbFlyxYhhBA7d+5Uj+6cmpoqdHR01GNQ/dfbgxzev39fyGQycezYMSFE3uP9ZD1qnvXo/9vL2jzq/ujRI2Fvby8WL16sxaek6fr169kGObx//75YuHChaNiwoQAgZs2apX6PgxxSYWHxQ2VWTsVPSkqKsLe3Vxcwf/31l3B2dhb6+vqiSZMm4syZMxrHSEhIEJ9//rmwtLQUlpaWYuLEiVqPYnvo0KEcp7TIGpH40qVLQog3A7u1bdtWWFhYCHt7ezF48GCNUY2FEOLIkSOicePGQl9fX7i6uooLFy7k+/MQ4k2B06RJE9G6dWuNLxwhhHjx4oUAoC4YwsPDRb9+/UTjxo3F7t27haurqzA1NRVDhgwRq1atEidPnhS3b99W7z9//nzh6OiYbZDC3r17iyFDhmisW7FihbCzs9NY9/r1azFw4EBhZmYmrK2thaenp8Y0Bvv37xdGRkbin3/+EUK8KR6GDh0qdHV1s42v8++//4ratWsLc3NzsWzZsjyvWXJysjh58qSYOHGisLGxEdWqVRO7d+9+xyf5/8XGxorffvtN1K1bV9SuXVvcunVL/d6BAweEmZmZaNGihXq6huTkZFGjRg0BQBgZGQlPT0+xefPmHMdg8vT0FIaGhmL06NECgEaRk+Xt4kcIIcaNGyeOHDkihMi7+MkqPkJCQsS1a9fE7t27BQBx5swZcffuXVG5cmUxceJEcffuXREaGiqCgoI0rvnt27eFnZ2derDE/Lp8+bIAIIKDg8U///yT7bV161Zx8uRJ9fL58+cFAI3pTYgKgsUPUTkTGxsr5s2bpx4xOkvWtAx37twREydOVI8gnNVKpFKpxOHDh9UjIOvp6alHRo6LixO2trYav6Vn6dq1q3oOsLS0NFGrVi0hl8tFnz598p09qxUoa8oPOzu7XOc5i4mJET179sw2p9XPP/8sxo0bJ3r16qUuKPX19UW3bt3Erl278tXak5qaKtzc3ISBgYGYNGmSSExMzLbNjRs3RP369TXmlJs7d65Yu3Ztni1pQrwplD799FP1oJBxcXHZtqlfv774/fffs63PyMgQixcvFp999pkwNjbO8fgBAQHq1iVDQ8NcR522sbERVlZWwsjISDg7O6v3f/HihViyZMk7R+XOTdbcXvl9FWQeMaL/kgmRw2AdRFSuxcbGwsjIKMeBDLMIIaBSqSCXy/Hq1SssWrQIU6dORcWKFTW2u3XrFuRyuXoW7rVr18La2hrdunXL8/jv8ueff6J9+/awtLTMc7szZ86gbdu26uWDBw9i4cKFqFGjBurWrYvmzZvDw8ND/WRdfoWHh0NXVzfb4/H/lZaWpjFYZn49ePAAJiYmOc5aX7NmTfj4+Gj0TcrSqVMnPHr0CJMnT87x/fPnz6NNmza4ffu21v3YClNWH7uEhAStPv9nz57BwcEBwcHBaNy4cTEkpLKKxQ8RURmlUqkK9Oh5cUlJScHz58/VTzUSFRcWP0RERFSuSPorwevXr+Hk5JRtrJXcnD17FvXr10eFChWwdOnSog1HREREZZJkxc/r16/RrVs3rQufqKgo9OjRAwMHDkRAQAC2b9+O06dPF21IIiIiKnMkK34GDBiAQYMGab399u3bUblyZcycORO1a9fGrFmzsGHDhiJMSERERGWRZH1+wsPD4eTkBJlMhvDwcFSvXj3P7YcPHw4jIyOsWrUKwJv5fdq3b4+7d+/muL1SqdSYXVilUiEmJgY2NjbsWEdERFRKCCGQkJCAypUrF1oHfslmdXdycsrX9gqFQmOiQHNzc/VsxTnx9fXFnDlzCpyPiIiISo6nT5+iatWqhXIsyYqf/NLV1dWYTdjQ0BDJycm5bj9t2jRMmjRJvRwfHw9HR0c8ffpUPWs3ERFRNklJQOXKb/7/wQPA2FjaPOXQ8xcvYGtjA319fSgSEuBQty7MzMwK7filpvixtrZGVFSUejkhISHPQcMMDAw0iqUs5ubmLH6IiCh3/5k0F3Z2gImJdFnKoQMHDmDYsGHw8vJ682T3/33+hdllpeSOfvUWd3d3BAQEqJcDAwNRpUoVCRMRERFRYUlLS8PkyZPRo0cPxMTE4MKFC0hNTS2Sc5W44kehUCA9PT3b+h49euDixYs4ceIE0tPTsWjRInTq1EmChERERFSYHj9+jA8//FA9ht/EiRNx/vz595oCJy8lrvhp3LgxDh48mG19hQoVsGzZMnTp0gWVKlVCWFgYZsyYIUFCIiIiKiz79u2Dq6srrl69CktLS+zduxfLly/PsetKYSl101uEh4fj3r17+PDDD/M1EaFCoYCFhQXi4+PZ54eIiHKXlARkfb8kJrLPTxGKiYmBk5MTFAoFmjdvjl27dqFatWoa2xTF93ep6fCcxcnJKd+PyRMREVHJY21tjXXr1uHatWtYsGAB9PT0iuW8pa7lp6DY8kNERFphy0+R+uOPP2BlZYUOHTpotX1RfH+XuD4/REREVPakpqbiiy++gKenJwYPHoyXL19KlqXU3fYiIiKi0uX+/fvw9PREcHAwAGDkyJGwsbGRLA+LHyIiIioyO3bswOeff47ExETY2tpi69atkg9Vw+KHiIiICl1GRgbGjRuH9evXAwDatm2L7du3o3LW1CESYp8fIiIiKnRyuRypqamQyWSYNWsWTpw4USIKH4AtP0RERFSIlEolDAwMIJPJsHr1aowePRpt2rSROpYGtvwQERHRe0tKSoKXlxf69euHrFF0TE1NS1zhA7Dlh4iIiN7T7du34enpiXv37kFHRwdXrlxBixYtpI6VK7b8EBERUYEIIbB+/Xp4eHjg3r17qFy5Mk6dOlWiCx+ALT+UEyGA5GSpUxARSSMpSeoEpUJCQgLGjh2LHTt2AAA6d+6MLVu2wNbWVuJk78bihzQJAbRuDVy6JHUSIiIqwT799FMcPXoUcrkcP/zwA3x8fKCjUzpuKLH4IU3JySx8iIgA4IMPAGNjqVOUWHPnzsU///yDLVu24IMPPpA6Tr6w+KHcvXzJCf2IqPwyNgZkMqlTlBjx8fG4cuUK/ve//wEAPDw8EBYWBl3d0ldKlL7EVHxMTFj8EBERrl+/jv79++P58+e4cuUKmjRpAgClsvAB+LQXERER5UIIgZUrV6JVq1Z49OgR7OzskJ6eLnWs91Y6SzYiIiIqUrGxsRgxYgT27dsHAOjduzc2bNgAKysraYMVArb8EBERkYYrV67A1dUV+/btg76+PlauXIk9e/aUicIHYMsPERERveX48eP4999/UaNGDfj7+8PNzU3qSIWKxQ8RERFpmDZtGnR0dDB+/HhYWFhIHafQ8bYXERFROXfx4kV07doVKSkpAAC5XI7p06eXycIHYPFDRERUbqlUKvz444/46KOPcOjQISxYsEDqSMWCt72IiIjKoVevXmHo0KE4evQoAGDQoEGYOnWqxKmKB4sfIiKicubs2bMYOHAgXrx4AUNDQ/zyyy8YMWIEZOVkRGsWP0REROXI1q1bMWzYMKhUKtSvXx/+/v5o2LCh1LGKFfv8EBERlSNt27aFpaUlhg0bhmvXrpW7wgdgyw8REVGZ9+DBA9SqVQsA4ODggFu3bqFKlSoSp5IOW36IiIjKqIyMDMyaNQt169bFgQMH1OvLc+EDsPghIiIqkyIiIvDxxx9j3rx5UKlUOHfunNSRSgze9ipthACSk4vu+ElJRXdsIiIqFkeOHMGQIUPw+vVrmJqa4rfffsOgQYOkjlVisPgpTYQAWrcGLl2SOgkREZVAGRkZmDlzJn788UcAQJMmTeDv7486depInKxk4W2v0iQ5ufgKnw8+AIyNi+dcRERUKE6ePKkufL744gtcvnyZhU8O2PJTWr18CZiYFN3xjY2BcjLYFRFRWdGpUydMmTIFHh4e+PTTT6WOU2Kx+CmtTEyKtvghIqISLz09HfPnz8e4ceNgZ2cHAFi8eLHEqUo+Fj9ERESl0OPHjzFgwABcuXIFFy9exPHjx8vN9BTvi31+iIiISpl9+/bB1dUVV65cgaWlJcaPH8/CJx9Y/BAREZUSSqUSEydORO/evREXFwcPDw8EBgaid+/eUkcrVXjbi4iIqBR4/vw5evbsiRs3bgAAJk+ejAULFkBfX1/iZKUPix8iIqJSwMLCAgkJCbC2tsbmzZvRrVs3qSOVWix+iIiISiilUgl9fX3IZDKYmppi7969MDMzg4ODg9TRSjX2+SEiIiqB7t+/j+bNm2P58uXqdc7Ozix8CgGLHyIiohJmx44dcHNzQ3BwMJYsWYLkopzTsRxi8UNERFRCJCcnY/To0Rg8eDASExPRpk0bXL16FcacbqhQsfghIiIqAe7evYvmzZtj/fr1kMlkmDlzJk6ePIkqVapIHa3MYYdnIiIiicXHx6NVq1aIi4tDpUqVsG3bNnTo0EHqWGUWW36IiIgkZmFhgZkzZ6J9+/YICgpi4VPEZEIIIXWI4qBQKGBhYYH4+HiYm5tLHadgkpIAU9M3/5+YyIlNiYhKsZCQEABAw4YNAQBCCKhUKsjlciljlThF8f3Nlh8iIqJiJITAhg0b4O7ujn79+iExMREAIJPJWPgUExY/RERExSQhIQFDhgzBqFGjkJqaiurVq0OpVEodq9xh8UNERFQMgoKC0KxZM2zfvh1yuRy+vr44dOgQbGxspI5W7vBpLyIioiIkhMCaNWvw9ddfQ6lUomrVqvDz88MHH3wgdbRyiy0/RERERUgIgT179kCpVKJbt24ICgpi4SMxtvwQEREVIR0dHWzbtg1//PEHJkyYAJlMJnWkco8tP0RERIVICIGff/4Z3t7e6nV2dnb48ssvWfiUEGz5ISIiKiSxsbEYOXIk9u7dCwDo06cP2rRpI3EqehuLHyIiokJw5coVDBgwAI8fP4aenh6WLFmCDz/8UOpYlAPe9iIiInoPQggsXboUrVu3xuPHj1GjRg1cunQJX331FW9zlVBs+SEiInoPw4cPx+bNmwEA/fr1w/r162FhYSFxKsoLW36IiIjeQ58+fWBoaIhVq1bB39+fhU8pwJYfIiKifFCpVHj48CFq164NAOjRowcePXoEe3t7iZORttjyQ0REpKWoqCh069YNLVq0wNOnT9XrWfiULix+iIiItHDu3Dm4uLjg8OHDSE5ORlBQkNSRqIAkK35CQkLg7u4OKysr+Pj4QAiR5/ZCCIwbNw7W1tawtLTEsGHDkJKSUkxpiYiovMrMzMT8+fPRrl07REREoF69erh69Sq6d+8udTQqIEmKH6VSie7du8PNzQ3Xr19HaGgoNm3alOc+W7duRVhYGAIDA3H+/HncuXMHvr6+xROYiIjKpZcvX6JTp06YOXMmVCoVvLy8cP36dTRq1EjqaPQeJCl+Dh8+jPj4eCxduhQ1a9bEggULsGHDhjz3uXr1Kvr164dq1aqhUaNG6NWrFx48eFBMiYmIqDxasmQJTp48CWNjY2zatAmbNm2CiYmJ1LHoPUlS/AQHB6NFixYwNjYGADRu3BihoaF57tOgQQNs27YNL1++xL///gs/Pz907Ngx1+2VSiUUCoXGi4iIKD/mzp2L/v3749q1a/Dy8pI6DhUSSYofhUIBJycn9bJMJoNcLkdsbGyu+4waNQqJiYmws7ND9erV4eTklOcfRF9fX1hYWKhfDg4OhfozEBFR2RMREYFp06YhMzMTAGBkZAQ/Pz84OztLnIwKkyTFj66uLgwMDDTWGRoaIjk5Odd9VqxYAUtLS/z777948uQJMjIy4OPjk+v206ZNQ3x8vPr130cSiYiI3nb06FG4uLjgxx9/xKJFi6SOQ0VIkuLH2toaUVFRGusSEhKgr6+f6z7bt2+Hj48PHB0d4eDgAF9f3zz7CRkYGMDc3FzjRURE9LaMjAxMnz4dnTt3RlRUFJo0aYK+fftKHYuKkCTFj7u7OwICAtTL4eHhUCqVsLa2znUflUqFV69eqZcjIyPVzZJEREQF8ezZM7Rr10799PDYsWMREBCAOnXqSJyMipIk01u0adMGCoUCGzduxPDhw7FgwQJ06NABcrkccXFxMDMzg1wu19jnww8/xI8//gi5XI60tDQsXLgQPXr0kCI+ERGVAadOnYKnpyeio6NhZmaG9evXw9PTU+pYVAwkKX50dXWxfv16DBw4ED4+PtDR0cGZM2cAAFZWVggMDISLi4vGPvPnz4dCocDUqVORkJCATp06YcWKFcUfnoiIygRra2skJibCzc0Nu3btQs2aNaWORMVEJt41tHIRioyMxI0bN9CiRQvY2NgU6bkUCgUsLCwQHx9fevv/JCUBpqZv/j8xEeBYE0RE+ZKSkgIjIyP18vnz5+Hh4ZHtIRwqOYri+1vSub3s7OzQtWvXIi98iIiI9u3bh+rVq+PatWvqdR9++CELn3KIE5sSEVGZlpaWBm9vb/Tu3RuvXr3CkiVLpI5EEpOkzw8REVFxePToEfr374/r168DACZNmsR5IYnFDxERlU27d+/GyJEjoVAoYGVlhc2bN3MmdgLA4oeIiMqgEydO4NNPPwUAtGrVCjt37oSjo6PEqaikYPFDRERlTvv27dG9e3c4Oztj3rx50NPTkzoSlSAsfoiIqEzYt28fOnToAFNTU+jo6GDv3r3ZBswlAvi0FxERlXIpKSkYM2YMevfujQkTJqjXs/Ch3LDlh4iISq179+7B09MTt2/fhkwmg4ODA1QqFXR0+Ls95Y7FDxERlUpbtmzBuHHjkJycjEqVKmHbtm3o0KGD1LGoFGBpTEREpUpSUhKGDx8OLy8vJCcno3379ggKCmLhQ1pj8UNERKWKQqHAoUOHoKOjgzlz5uDYsWOws7OTOhaVIrztRUREpYq9vT127twJHR0dtG3bVuo4VAqx5YeIiEq0hIQEDBkyBH/88Yd6Xfv27Vn4UIGx+CEiohIrODgYzZo1w7Zt2zB27FgkJCRIHYnKABY/RERU4ggh8Ntvv6F58+a4f/8+qlSpgv3798PMzEzqaFQGsM8PERGVKAqFAqNHj4a/vz8AoEuXLti8eTMqVKggcTIqK1j8EBFRiZGYmAg3Nzc8ePAAurq68PX1xaRJkzhoIRUq/mkiIqISw9TUFN26dYOjoyPOnTuHKVOmsPChQicTQgipQxQHhUIBCwsLxMfHw9zcXOo4BZOUBJiavvn/xETAxETaPEREhSAuLg4pKSmwt7cHAKSlpSExMRHW1tYSJ6OSoCi+v1lOExGRZK5evQpXV1d4enoiIyMDAKCvr8/Ch4oUix8iIip2QggsW7YMrVu3xuPHj/H8+XM8f/5c6lhUTrD4ISKiYhUTE4OePXti0qRJSE9PR79+/RAYGIhq1apJHY3KCRY/RERUbC5dugQXFxccOHAA+vr6+PXXX+Hv7w8LCwupo1E5wkfdiYioWKhUKkyYMAFPnz5FrVq14O/vD1dXV6ljUTnElh8iIioWOjo62L59O4YNG4YbN26w8CHJsPghIqIic+7cOaxatUq9XL9+fWzcuLH0DjlCZQJvexERUaFTqVTw9fXFrFmzAAAuLi5o1aqVxKmI3mDxQ0REherly5cYMmQIjh8/DgAYMmQIGjduLHEqov+PxQ8RERWaU6dOYfDgwYiMjISRkRFWrVqFYcOGSR2LSAP7/BARUaHw9fVFhw4dEBkZiQYNGuD69essfKhEYvFDRESFwsLCAkIIjBw5ElevXoWzs7PUkYhyxNteRERUYMnJyTA2NgYAjBs3Ds7Ozmjbtq20oYjegS0/RESUbxkZGfjuu+/QpEkTxMfHAwBkMhkLHyoVWPwQEVG+PHv2DO3atcOCBQvw4MED7N69W+pIRPnC4oeIiLR26NAhuLi44MKFCzAzM4Ofnx9GjhwpdSyifGHxQ0RE75Seno6pU6eia9euiI6ORtOmTXHz5k30799f6mhE+cbih4iI3mnGjBlYvHgxAGDChAm4dOkSatWqJXEqooJh8UNERO/k4+ODBg0aYPfu3fj5559hYGAgdSSiAmPxQ0RE2aSlpWHnzp3q5QoVKuDWrVvo27evhKmICgfH+SEiIg3h4eHo378/rl27hvT0dAwdOhQAoKPD35epbOCfZCIiUtuzZw9cXV1x7do1WFlZwdraWupIRIWOxQ8RESE1NRUTJkxAv379EB8fj5YtWyIoKAjdunWTOhpRoWPxQ0RUzv3zzz9o1aoVfv31VwDA1KlTcfbsWTg6OkqcjKhosM8PEVE5Fx4ejsDAQFSoUAFbtmzBJ598InUkoiLF4oeIqJz73//+hw0bNqBTp06oUqWK1HGIihxvexERlTP37t1DmzZt8OjRI/W6ESNGsPChcoPFDxFRObJ161Y0a9YM58+fx5dffil1HCJJsPghIioHkpKSMGLECAwdOhRJSUlo164d1q9fL3UsIkmw+CEiKuPu3LkDDw8PbNy4ETKZDN9//z2OHz8Oe3t7qaMRSYIdnomIyrDLly+jffv2SElJgZ2dHXbs2IF27dpJHYtIUix+iIjKMFdXVzg7O8Pa2hpbt25FpUqVpI5EJDkWP0REZUxYWBhq1qwJXV1dGBgY4MiRI7C2tubcXET/h38TiIjKCCEE1q5dCxcXF8yZM0e9vkKFCix8iP4j3y0/Fy5cgL+/P4KDgxEVFQVTU1M4OjqiS5cu6NevH8zNzYsiJxER5UGhUODzzz+Hn58fACAoKAiZmZmQy+USJyMqebT+VSAsLAwdOnTATz/9hDZt2mD79u0ICgrCkSNH8M033+Dx48do3rw5NmzYUJR5iYjoLTdv3oSbmxv8/Pygq6uLRYsWYf/+/Sx8iHIhE0KId230999/45tvvsHq1avRpk2bXLeLiYnB+PHjYWJiUuLGj1AoFLCwsEB8fHzpbZ1KSgJMTd/8f2IiYGIibR4ikpQQAr/++ismT56MtLQ0ODo6ws/PDy1btpQ6GlGhKYrvb62Knzt37qBChQpaPyVw+vTpEvcoJYsfIiprnjx5gvr16yM5ORk9evTAxo0bYW1tLXUsokIlWfGjjfT0dOzcuRNDhw4tjMMVOhY/RFQWbdmyBTExMZg4cSJkMpnUcYgKXVF8f+er+//HH38MlUqFgwcPqtctXLgQ58+fh0qlwuLFiwslFBERZSeEwPLly3HhwgX1uqFDh8Lb25uFD1E+5Kv4efz4MW7cuIEhQ4bg1KlTCA0NxcqVK+Ho6AgDAwN2riMiKiIxMTHo1asXvv76awwcOBDx8fFSRyIqtfJV/FhbW8Pd3R1///03fvjhBzx8+BC//vrr/z8Yx5EgIip0AQEBcHV1xV9//QV9fX18++23pff2PVEJkK9xfrKaVa2srHDy5Em8fPkS/fr1g62tLf78808UUvchIiICoFKp8NNPP2H69OnIyMhAzZo14e/vj6ZNm0odjahUy3dTTWZmJnr06IGVK1fi0KFDSExMhK+vLwDk655zSEgI3N3dYWVlBR8fH60LJ5VKhVatWuGnn37Kb3QiolIjOTkZ3bt3x9SpU5GRkYH+/fvj5s2bLHyICoFWxc/z58/RrVs3xMbGIioqCmfPnsXOnTthYGCAESNGwMfHB0OHDsWTJ08wdOhQ9O/fP8/jKZVKdO/eHW5ubrh+/TpCQ0OxadMmrQKvWbMG8fHx+Oqrr7TanoioNDIyMoKRkREMDQ3x22+/YefOnbzVRVRItCp+TExM0KBBA+jo6KB58+Y4ePAgWrdujWXLliEsLAwWFhZwc3ODoaEh3Nzc4ObmlufxDh8+jPj4eCxduhQ1a9bEggULtBoZOiIiAtOnT8fPP/8MPT097X5CIqJSQqVSITk5GcCblvT169fj6tWrGDNmDJ/mIipEWhU/lpaWWLhwIczNzXHw4EHs3r0bfn5+mDFjBo4dOwYnJydMnDgRtra2mDhxIqZOnZrn8YKDg9GiRQsYGxsDABo3bozQ0NB35vD29ka1atXw9OlTXLp0Kc9tlUolFAqFxouIqKR6+fIlOnfujOHDh6u7AVhaWqJRo0YSJyMqe/LV50cmk6Fhw4Y4cuQI+vXrh+rVq2PevHmoWbNmvk6qUCjg5OSkcVy5XI7Y2Nhc9wkICMAff/yBqlWr4uHDh/Dy8sKECRNy3d7X1xcWFhbql4ODQ74yEhEVl9OnT8PFxQXHjx/HgQMHcP/+fakjEZVp+Sp+0tLSAACrV6+GXC5Hamoq1qxZAy8vLwDad3jW1dWFgYGBxjpDQ0N1c29O1q1bh+bNm+Pvv//G3LlzcerUKaxatQphYWE5bj9t2jTEx8erX0+fPtUqGxFRccnMzMScOXPQoUMHREZGwtnZGdeuXUPdunWljkZUpuWr+ImKisKzZ88wZ84cjB07Fs2bN4eVlRUmT56MzMxMpKena3Uca2trREVFaaxLSEiAvr5+rvs8e/YMXbp0URdYDg4OsLW1xcOHD3Pc3sDAAObm5hovIqKS4sWLF+jYsSO+//57qFQqDB8+HFevXkWDBg2kjkZU5uWr+Fm8eDGqVq2KO3fuoFatWgCAOXPmoEGDBlAqlUhNTdXqOO7u7ggICFAvh4eHQ6lU5jkhX9WqVZGSkqJeTkxMRExMDKpUqZKfH4GISHJCCHTr1g2nT5+GiYkJtmzZgt9//x0mnK+PqFgU2sSmABAXFwdLS8t3bpeRkYHKlStj4cKFGD58OEaPHo3IyEgcOHAAcXFxMDMzyzZVxvHjxzFw4EDs2rULtWrVwsyZMxEYGIhbt25pdbuNE5sSUUly7tw5eHt7Y8eOHahXr57UcYhKrBI9q3t+/fXXXxg4cCCMjIygo6ODM2fOwNnZGTKZDIGBgXBxccm2z4YNG7Bw4UI8ffoULi4u2LRpk9b3xln8EJGUnj9/jtu3b6Nz587qdSqVitMCEb2DpMWPt7c3dHV1oaurm+tf1qx+P7169UKbNm3eeczIyEjcuHEDLVq0gI2NTf6S51OxFD9CAHl02n5vSUlApUpv/p/FD1GpcfjwYQwdOhTJycm4fv066tevL3UkolKjKL6/tZ7ba926de8cvwcAVqxYgQEDBmh1TDs7O3Tt2lXbCCWbEEDr1sA7xh8iovIjPT0dM2bMwKJFiwAArq6ueT7YQUTFQ+uWH1tb22xPaOXEyckJ4eHh7x2ssBV5y89/b0kVtQ8+AM6fBzjiK1GJ9eTJEwwcOFA9IOuECROwePFiGBoaSpyMqHSRtOXnv52Kx44di7i4OOjo6EAIAX19fWzevDnbduXWy5dFe0vK2JiFD1EJduDAAXh5eSE2NhYWFhbYsGED+vbtK3UsIvo/Whc//3X06FF8//33AN48sjlp0qTCzFT6mZiwPw5RORYQEIDY2Fi4u7vDz88PNWrUkDoSEf1HgYofAOpRnQHg66+/LpQwRESllRBC3fI9d+5cVKpUCePGjWMfH6ISqEDPWL59a4u3uoioPPvzzz/RuXNn9RRAurq6mDhxIgsfohKqQC0/Qgi0atVK/f9EROWRUqnElClT8MsvvwAAVq1aBW9vb2lDEdE7Faj4+eOPPyCEUHd4zszMLOxcREQl2oMHD9C/f3/cvHkTADB16lSMHz9e4lREpI0CFT/NmjUr7BxERKXGrl27MHr0aCQkJMDGxgZbtmxBly5dpI5FRFrSuvh5/fr1O5+vF0IgJSUFGzZswMiRI987HBFRSbNkyRL4+PgAAFq3bo2dO3eiatWqEqciovzQuvh58uQJ9PT0oKenl23S0SxpaWlIT08vvXNnERG9Q69evTB//nyMHz8ec+bMga5ugR+aJSKJaP23lr/ZEFF5dfv2bTRq1AgAUKtWLTx48AAVKlSQOBURFRSnEyYiykVycjJGjRqFJk2a4MSJE+r1LHyISjeti5+9e/fi8uXLePr0abanu6KioqBQKKBQKBAfH49Xr14VelAiouIUGhoKDw8PbNiwAQAQEhIicSIiKixa3/b69NNPYWNjg+joaMhkMtSuXRuzZ89G//79UalSpWwDHfLxdyIqjYQQ2LRpE8aPH4+UlBTY2dlhx44daNeundTRiKiQaN3yY2ZmhpcvX0KpVOLx48do1aoVpkyZAgCQy+VIT0+HUqmEubm5epRTIqLSJDExEV5eXhgxYgRSUlLQsWNHBAUFsfAhKmO0Ln6yWnbkcjmqVKmCLl26wMLCAikpKW8OpKMDXV1dyGSyXJ8GIyIqyQ4ePIitW7dCR0cHP/zwA44cOYJKlSpJHYuIClmBn9Hs3bs3+vTpA4BzexFR2eDp6Ylr166hR48eaNOmjdRxiKiIaN3y8/YcXix4iKi0UygU+OqrrxAdHQ3gzb9rS5YsYeFDVMZpXfzEx8fDysoKPXv2xJ9//lmUmYiIilxgYCDc3Nzw888/Y9SoUVLHIaJipHXxY25ujsOHD6NZs2bw9vZG69atERUVVZTZiIgKnRACq1atQosWLfDgwQM4Ojpi6tSpUsciomKkdfGjo6ODFi1aYObMmQgNDYWBgQG6d++OzMxMZGZmYvr06Zg+fTpSUlIwc+bMosxMRFQg8fHx8PT0xPjx45GWloYePXogMDAQLVu2lDoaERUjrTo8CyGQnp6uXjY1NcWff/6Jxo0bY926dRgwYABevXoFmUyGzz77DC9fviyywEREBXH37l107doV4eHh0NPTw8KFC+Ht7c3+i0TlkFbFT0ZGRrbfjCwsLDB9+nT8+OOPePjwIXR0OFMGEZVc9vb2EEKgevXq2LVrFzw8PKSOREQS0ar40dPTw7Fjx7KtHzBgAPv9EFGJlZCQAFNTU8hkMlhaWuLgwYOoXLkyLC0tpY5GRBJ6r+YaCwsLzJgxg60+RFTiXL58GY0aNcLatWvV65ydnVn4EJF2xc9PP/2E+fPna3XAmzdvomvXru8VioiooFQqFZYsWYIPP/wQ//77L3755RdkZGRIHYuIShCtip8vv/wS4eHh6NixI27fvp3jNsnJyZg7dy68vLywcOHCQg1JRKSN169fo0ePHvDx8UFGRgb69++PixcvQle3wIPZE1EZpNW/CPr6+tiwYQNOnTqFCRMmID4+Hu7u7qhUqRISExPx4MEDhIWFYciQIbh69SqMjIyKOjcRkYYLFy5gwIABeP78OQwMDLBy5UqMHj2aT3MRUTYy8fa8FVp49eoVQkJC8OrVK5iYmKBatWpo3LhxUeQrNAqFAhYWFoiPj4e5uXnhnyApCTA1ffP/iYmAiUnhn4OIcvT8+XPUqFEDaWlpqFu3Lvz9/Uv8v0lEpJ2i+P4uUFtwxYoV0b59+0IJQET0vqpUqYIZM2bg/v37WL16NUyzfhEhIsoBb4QTUal05swZ2Nvbo27dugCAGTNmAOCky0T0bnxGnYhKlczMTMydOxcff/wxPv30U6SkpAB4U/Sw8CEibeSr+Ll37162dTExMQCAlJQU9O7du3BSERHlIDIyEv/73/8we/ZsqFQqNGvWDAXotkhE5Vy+ip+PPvoIYWFhGDhwoHrdp59+ip07d0JPTw8PHz4s9IBERABw4sQJNGnSBKdOnYKJiQm2bNmC33//HcbGxlJHI6JSJl99fmxsbFCxYkW8ePEC48ePR8uWLaGjo4MBAwZAJpNxLA0iKnQZGRmYM2cOfvjhBwgh0KhRI/j7+6NevXpSRyOiUipfLT+mpqawsrLCwYMH4ezsjPbt28Pb2xvbtm0DADY/E1GhE0Lg1KlTEELg888/x5UrV1j4ENF7KVCH519++QVDhgxBUFAQPD098ejRo8LORUTlXNYvU3p6eti5cyd27dqFNWvWcBBVInpvWhc/r169Qnp6OlQqFQIDA9G7d29UqlQJgwYNQt++faFSqSCTySCEUD99QUSUX+np6fj222/xzTffqNc5OjrC09NTwlREVJZoVfzcvXsXVapUgUKhwJYtW7Bp0yZUr14dCxYsQLNmzdC4cWPo6ekhODgYcrmcA4wRUYE8efIEbdu2xcKFC7F48WKEhIRIHYmIyiCtip86derg1q1bMDExwdq1a9GtWzfo6OjA3t4ev/32G1auXIno6Gg0aNAAsbGxePHiRVHnJqIy5sCBA3B1dcWlS5dgYWGB3bt3o2HDhlLHIqIySKviRy6Xo379+jA0NMSlS5fg5eWFbdu2oV27dqhVqxaCg4NhaWkJuVwOCwsLVKxYsahzE1EZkZaWhsmTJ6NHjx6IiYmBu7s7bt68ib59+0odjYjKqAI9m967d28YGBigSZMmSE1NxUcffQSAw8oTUf4IIdCtWzccP34cAODt7Y2FCxdCX19f4mREVJbl62mvhIQEZGRkoHfv3rh8+TIMDQ0xa9YsFj1EVCAymQwjR46ElZUV9u3bh2XLlrHwIaIil6/iJyoqCnFxcahcuTKWLFmCqlWrYvjw4RgyZAjS09ORmppaVDmJqIxQKpUIDQ1VL/fv3x8PHjxAz549JUxFROVJvoqf169fo0KFCti8eTN0dN7sOnHiROzatQuZmZlo3bp1kYQkorLh4cOH+OCDD9C+fXtERkaq11tbW0uYiojKm/ee1d3MzAy2trYwNDTE2rVrCyMTEZVB/v7+cHV1xY0bN5CRkcHBUYlIMlp1eE5MTMQXX3wBExOTd/bvMTExwcCBA9G0adNCCUhEpVtKSgomTZqENWvWAABat26NnTt3omrVqhInI6LySqviR1dXFx4eHjA1NX1n8RMYGIivvvoKFy5cKJSARFR6hYWFwdPTE7du3YJMJsO0adMwZ84cToJMRJLS6l8gQ0NDTJgwAS9evMC+fftgZGSk7vMDvHlcValUYsyYMahVqxbu3LlTZIGJqPRYsmQJbt26BVtbW2zbtg3/+9//pI5ERJS/cX4SEhJw5swZmJmZQU9PT70+MzMTCQkJGDNmDFq2bKkes4OIyrdly5ZBpVJh/vz5sLe3lzoOERGAfBQ/AQEBCAsLw65duxAWFoZjx47BwcEB9evXR926ddXb/bdFiIjKl9DQUGzYsAFLliyBTCaDqakpNmzYIHUsIiINWlcqL168QFBQEADg3r172Lp1K/bt24d+/fqhZs2amDRpEp4+fVpUOYmohNu0aRPc3d2xdOlSrFq1Suo4RES50rr4kcvluHDhAhYuXIhz586hVatW2LRpE1auXAkhBAwNDeHm5obNmzcXZV4iKmESExPh5eWF4cOHIzk5GR06dEC/fv2kjkVElCutb3sJIWBgYICXL1/i/v37OHfuHO7du4eWLVti69at+OCDDzBgwAB06tQJmZmZGDFiRFHmJqIS4Pbt2/D09MS9e/ego6ODuXPnYtq0abz9TUQlmtb/Qtna2uLrr7/G0qVL8ffff+PVq1f4+OOPsWTJEsTFxQEAGjdujB07duDEiRNFlZeISohdu3bBw8MD9+7dQ+XKlXH69Gl89913LHyIqMTTquUnMjISffr0wciRI1G3bl1YWFgAeDMnj6urK2rVqoUnT54AAKpXr46ZM2cWXWIiKhGqV6+OjIwMdO7cGVu2bIGtra3UkYiItKJV8WNubo7Vq1dj9+7daNasGTIyMmBpaYlKlSpBCKGxbXp6OtLS0tTFUImTlATI5UVzXKIyTqFQwNzcHADQvHlzXLp0CW5ubmztIaJSRSberl7e4cWLF/jxxx+xfv16TJgwAQsXLiyqbIVKoVDAwsIC8QDMi/pkiYmAiUlRn4Wo2AghsGbNGkyfPh1nz55F48aNpY5EROWE+vs7Pl79y9f7yveva/b29lixYgUuXbrEuXly8sEHgLGx1CmICk18fDz69++PL774AnFxcfj999+ljkRE9F4KPMFOkyZN0KRJk8LMUjwePADs7Iru+MbGwDvmPyMqLa5fv47+/fvj0aNH0NPTw8KFC+Ht7S11LCKi96J18aNSqRAWFob69evnuV1cXBzGjRuHnTt3vne4ImFszFtSRO8ghMDKlSvh4+OD9PR0VK9eXf10FxFRaaf1ba+4uDg0a9ZMY129evWQmpqqsU6lUuHgwYOFk46IJLFr1y54e3sjPT0dffr0QWBgIAsfIioztC5+9PX1NSYzBYDo6GgYGhpm205X990NSiEhIXB3d4eVlRV8fHyyPTWWl7i4ONjb2+Px48da70NE2vv000/xySef4Oeff8bu3bthaWkpdSQiokKjdfEjk8myPc4qy6FvS07r3qZUKtG9e3e4ubnh+vXrCA0NxaZNm7SNAh8fH0RGRmq9PRHlTaVS4ffff1e35Mrlchw8eBATJkzQ6u80EVFpIsngHIcPH0Z8fDyWLl2KmjVrYsGCBVrP/Hzu3Dn89ddfsLGxKeKUROVDdHQ0evTogZEjR+Lrr79Wr2fRQ0RlVb6e9kpKStKYsyshISHbHF7p6envPE5wcDBatGgB4/97JLxx48YIDQ19535KpRKff/45Vq5ciW+++ead2yqVSvWyQqF45/GJypuLFy9iwIABePbsGQwMDErnE5xERPmUr+JHLpejQYMG6uX58+dn2yYtLe2dHZ4VCgWcnJzUyzKZDHK5HLGxsbCyssp1vwULFqBOnTro37//O4sfX19fzJkzJ89tiMorlUqFRYsWYcaMGcjMzESdOnXg7+/P4oeIyoV8FT+GhoaYPHlyntskJiZi8eLFeZ9UVxcGBgbZjp2cnJxr8XP37l2sWbMGgYGBWmWdNm0aJk2apF5WKBRwcHDQal+isiwqKgpDhw7FkSNHAACfffYZVq9eDVNTU4mTEREVjwIPcpgbbfoJWFtbIyQkRGNdQkIC9PX1c9xeCIExY8Zg/vz5qFy5slY5DAwMshVYRASkpKTgypUrMDIywi+//ILhw4ezfw8RlSsFLn5mzJiBzZs3Z/tHU6VSvXNfd3d3rFu3Tr0cHh4OpVIJa2vrHLd/8uQJLly4gNu3b8PHxwfAm5acxo0bY82aNRg0aFBBfwyickEIof676ujoCH9/f9jb22vcxiYiKi+0Ln4yMzM1OjMPHjwY7du3h/ytGdKTk5MxePDgPI/Vpk0bKBQKbNy4EcOHD8eCBQvQoUMHyOVyxMXFwczMTOO4VapUQXh4uMYxWrduDT8/P7i4uGj7IxCVS5GRkRgyZAi8vb3RtWtXAECHDh0kTkVEJB2tix8DAwOsWLFCvVy/fv0cp7qIj49HWlpa3ifV1cX69esxcOBA+Pj4QEdHB2fOnAEAWFlZITAwUKOo0dXVRfXq1bMdo2rVquynQJSHkydPYvDgwXj58iXu37+PBw8eZBuslIiovJGJ/AytnIesub9q1qyJI0eOoEePHu/cJzIyEjdu3ECLFi2KfNwehUIBCwsLxEdEwNzevkjPRSS1jIwMzJ07F/Pnz4cQAo0aNYK/vz/q1asndTQionxRf3/Hx8Pc3LxQjqn1IIcqlQp///13ru9nZmaiWbNm0NfXR6VKlZCUlPTOY9rZ2aFr164csJCoEEVERODjjz/GvHnzIITA6NGjceXKFRY+RET/R+viRwiR47g+WfT09NTN6RMmTMDGjRvfPx0R5cvLly/RpEkTnDt3DqamptixYwfWrl0LIyMjqaMREZUYWvf5kcvl0NPTw19//YUJEyZkm9BUCAEdHR1cuXIFERERGDVqVKGHJaK8VapUCb1798a1a9fg7++P2rVrSx2JiKjEyffcXqmpqejfvz9UKhV69uyJTz75BEIIbNu2DUII7Nq1C1OmTMlWHBFR0Xj69ClevXqlXl6xYgUCAgJY+BAR5aJAE5tWr14dxsbGcHJygqOjI4yMjNC8eXMAgLOzM4YMGVKoIYkoZwcPHoSLiwsGDx6MzMxMAICRkRF/+SAiyoNWxY8QAr6+vkhMTMTz58/z3HbUqFGoUKFCoYQjopylp6djypQp6NatG2JiYhAbG4vY2FipYxERlQpaFT/p6ekICgrCvXv3sGDBAgBvCiIiKn6PHz/Ghx9+iJ9++gkAMHHiRFy8eJG/dBARaUmr4kdfXx+7du1Cs2bN8MsvvwDIfQ6v5cuXIywsrPASEpHavn374OrqiitXrsDS0hJ79+7F8uXLOY8dEVE+5LvPj0wmQ3R0NNLS0vD69Wv1/z969AjAm1ndfX19Cz0oUXmXlpaGb775BnFxcWjRogWCgoLQq1cvqWMREZU6BZrY1NfXF4aGhli2bJl6nZubG2QyGSZNmoQ6deogOjqagxcSFaKsFlg/Pz/MmzeP01QQERWQ1tNbCCHQsmVLXL58OddtLC0tERcXh2nTpsHOzg4TJ04stKDvi9NbUGnk7++PmJgYjB07VuooRESSKIrpLfI1q/uHH36Y6/sZGRnIyMgAAAwbNgypqanvn46onEpNTcXXX3+NNWvWQE9PD61atULjxo2ljkVEVCZoXfzo6upi8eLFub4vl8uxd+9eAEDdunXfPxlROXX//n14enoiODgYADBlyhQ4OztLnIqIqOwoUJ+fnMhkMnTs2LGwDkdULu3YsQOff/45EhMTYWtri61bt6JTp05SxyIiKlMKNMIzERW+8ePHY/DgwUhMTETbtm0RFBTEwoeIqAiw+CEqIZycnCCTyTBr1iycOHEClStXljoSEVGZVGi3vYgo/+Li4mBpaQkAmDRpEtq1awc3NzdpQxERlXFs+SGSQFJSEry8vNCyZUskJiYCAHR0dFj4EBEVAxY/RMXs9u3baNasGbZs2YL79+/j9OnTUkciIipXWPwQFRMhBNavXw8PDw/cu3cPlStXxqlTp9C9e3epoxERlSvs80NUDBISEjB27Fjs2LEDANC5c2ds2bIFtra2EicjIip/2PJDVAy8vb2xY8cOyOVy/Pjjjzh48CALHyIiibDlh6gYzJ8/H7du3cLy5cvxwQcfSB2HiKhcY8sPURGIj4/Hxo0b1cv29va4evUqCx8iohKALT9Ehez69evo378/Hj16BDMzM/Tr1w/AmylgiIhIemz5ISokQgisXLkSrVq1wqNHj1CtWjU4ODhIHYuIiN7Clh+iQhAbG4uRI0di7969AIDevXtjw4YNsLKykjgZERG9jS0/RO/p6tWraNq0Kfbu3Qt9fX2sXLkSe/bsYeFDRFRCseWH6D1FRETg8ePHqFGjBvz9/TlFBRFRCcfih6gAhBDqDsy9evXCli1b0KNHD1hYWEicjIiI3oW3vYjy6cKFC2jatCmePXumXjdkyBAWPkREpQSLHyItqVQq+Pr6om3btggKCsJ3330ndSQiIioA3vYi0sKrV68wdOhQHD16FAAwaNAg/PLLLxKnIiKigmDxQ/QOZ8+excCBA/HixQsYGhril19+wYgRIzhoIRFRKcXihygPBw8eRI8ePaBSqVC/fn34+/ujYcOGUsciIqL3wOKHKA/t2rWDs7Mz3Nzc8Ouvv8LExETqSERE9J5Y/BC95dq1a3Bzc4OOjg6MjY1x4cIFPslFRFSG8Gkvov+TmZmJWbNmoXnz5vjxxx/V61n4EBGVLWz5IcKbUZoHDRqEs2fPAgCePn2qMZAhERGVHSx+qNw7evQoPvvsM7x+/Rqmpqb47bffMGjQIKljERFREeFtLyq3MjIyMG3aNHTu3BmvX79GkyZNcOPGDRY+RERlHIsfKrfu37+PZcuWAQC++OILXL58GXXq1JE4FRERFTXe9qJyy9nZGb/++ivMzc3x6aefSh2HiIiKCVt+qNxIS0vD1KlTcf36dfW6kSNHsvAhIipnWPxQufD48WO0adMGixcvRv/+/aFUKqWOREREEmHxQ2Xevn374OrqiitXrsDS0hI//fQTDAwMpI5FREQSYfFDZZZSqcTEiRPRu3dvxMXFoXnz5ggMDESvXr2kjkZERBJih2cqk2JiYvC///0PN27cAABMnjwZCxYsgL6+vsTJiIhIaix+qEyytLRExYoVYW1tjc2bN6Nbt25SRyIiohKCxQ+VGampqVCpVDA2NoaOjg62bNmClJQUODg4SB2NiIhKEPb5oTLhn3/+QcuWLTF+/Hj1ugoVKrDwISKibNjyQ6Xezp07MWbMGCQmJuLZs2d48eIF7O3tpY5FREQlFFt+qNRKTk7G6NGjMWjQICQmJuKjjz5CcHAwCx8iIsoTix8qle7evYvmzZtj/fr1kMlkmDlzJk6cOIHKlStLHY2IiEo43vaiUicjIwNdunTB48ePUalSJWzbtg0dOnSQOhYREZUSbPmhUkdXVxdr1qxBx44dERQUxMKHiIjyRSaEEFKHKA4KhQIWFhaIj4iAOfuElDohISF49uwZOnfurF4nhIBMJpMwFRERFTX193d8PMzNzQvlmGz5oRJNCIENGzbA3d0d/fv3x6NHj9TvsfAhIqKCYPFDJVZCQgKGDBmCUaNGITU1FS1btoSpqanUsYiIqJRj8UMlUnBwMJo1a4bt27dDLpfD19cXhw4dQsWKFaWORkREpRyf9qIS57fffsPEiROhVCpRtWpV+Pn54YMPPpA6FhERlRFs+aESJzQ0FEqlEt26dUNQUBALHyIiKlRs+aES4b9Pbi1atAiurq7w8vJip2YiIip0krX8hISEwN3dHVZWVvDx8YE2T9zPmTMH1tbWMDAwQO/evZGQkFAMSakoCSHw888/43//+x8yMjIAAAYGBhg2bBgLHyIiKhKSFD9KpRLdu3eHm5sbrl+/jtDQUGzatCnPfbZv347t27fjyJEjuHPnDu7evYsff/yxeAJTkYiNjUXfvn3x1Vdf4cSJE/Dz85M6EhERlQOSFD+HDx9GfHw8li5dipo1a2LBggXYsGFDnvs8ffoUmzdvhoeHB2rVqoX+/fsjMDCwmBJTYbty5QqaNm2KvXv3Qk9PDytWrMDgwYOljkVEROWAJH1+goOD0aJFCxgbGwMAGjdujNDQ0Dz3+fbbbzWWw8LCULt27Vy3VyqVUCqV6mWFQvEeiamwCCGwdOlSfPvtt8jIyECNGjWwa9cuNGvWTOpoRERUTkjS8qNQKODk5KRelslkkMvliI2N1Wr/+/fvY+/evRgzZkyu2/j6+sLCwkL9cnBweO/c9P4mT56MKVOmICMjA/369cPNmzdZ+BARUbGSpPjR1dWFgYGBxjpDQ0MkJye/c1+VSoURI0Zg1KhRaNCgQa7bTZs2DfHx8erX06dP3zs3vb9Ro0bB2toaq1atgr+/PywsLKSORERE5Ywkt72sra0REhKisS4hIQH6+vrv3HfevHmIiYnB4sWL89zOwMAgW4FFxU+lUuHq1ato0aIFAMDZ2RmPHz+GmZmZxMmIiKi8kqTlx93dHQEBAerl8PBwKJVKWFtb57nfgQMHsHTpUuzZs0fdX4hKrqioKHTt2hWtW7fGhQsX1OtZ+BARkZQkKX7atGkDhUKBjRs3AgAWLFiADh06QC6XIy4uDpmZmdn2uXv3LgYOHIiff/4ZDg4OSExM1Oo2GUnj3LlzcHFxwZEjR6Cnp8fbjkREVGJI1udn/fr1mDBhAipUqID9+/dj4cKFAAArKyvcvn072z5r165FUlISvLy8YGZmBjMzMzg7Oxd3dHqHzMxMzJ8/H+3atUNERATq1auHq1evYuDAgVJHIyIiAgDIhDZDKxeRyMhI3LhxAy1atICNjU2RnkuhUMDCwgLxEREwt7cv0nOVVy9fvsRnn32GEydOAACGDh2KX3/9FaamphInIyKi0kr9/R0fD3Nz80I5pqRze9nZ2aFr165SRqBCtH//fpw4cQLGxsZYtWoVvLy8pI5ERESUDSc2pUIzevRoPHz4EF5eXrwlSUREJZZkE5tS6RcREYFhw4YhPj4ewJvBKhcuXMjCh4iISjS2/FCBHD16FEOGDEFUVBQAvHNiWiIiopKCLT+ULxkZGZg2bRo6d+6MqKgoNGnSBNOnT5c6FhERkdbY8kNae/r0KQYOHIiLFy8CAMaOHYtly5bB0NBQ4mRERETaY/FDWgkICEC3bt0QExMDMzMzrF+/Hp6enlLHIiIiyjcWP6SVWrVqwdDQEE2bNoW/vz9q1qwpdSQiIqICYfFDuYqOjlYPPmlra4uTJ0/CycmJE8YSEVGpxg7PlKN9+/ahVq1a2Lp1q3pdvXr1WPgQEVGpx+KHNKSlpcHb2xu9e/dGXFwcNm/eDAlnQCEiIip0LH5I7dGjR/jggw+wYsUKAMDkyZNx6NAhyGQyiZMREREVHvb5IQDA7t27MXLkSCgUClhbW2PTpk3o3r271LGIiIgKHYsfQmhoKDw9PSGEQKtWrbBz5044OjpKHYuIiKhIsPghODs749tvv4VKpcK8efOgp6cndSQiIqIiw+KnnNq1axc8PDzg5OQEAPjhhx/Yt4eIiMoFdnguZ1JSUjBmzBgMGDAA/fv3R1paGgCw8CEionKDLT/lyL179+Dp6Ynbt29DJpOhU6dO0NFh/UtEROULi59yYsuWLRg3bhySk5NRsWJFbN++HR06dJA6FhERUbHjr/1lXHJyMoYPHw4vLy8kJyejffv2CAoKYuFDRETlFoufMk4ul+PWrVvQ0dHBnDlzcOzYMdjb20sdi4iISDK87VUGCSEghICOjg4MDAzg7++PJ0+eoF27dlJHIyIikhxbfsqYxMREDBkyBN9//716Xc2aNVn4EBER/R+2/JQhwcHB8PT0xP3796Gnp4fRo0fDwcFB6lhEREQlClt+ygAhBH777Tc0b94c9+/fR5UqVXDq1CkWPkRERDlgy08pp1AoMHr0aPj7+wMAunbtik2bNqFChQoSJyMiIiqZWPyUYpmZmWjdujVu374NXV1d+Pr6YtKkSRy4kIiIKA/8lizF5HI5vL294ejoiPPnz2PKlCksfIiIiN5BJoQQUocoDgqFAhYWFoiPiIB5KR7nJi4uDk+fPkWjRo0AvOnvk5SUBFNTU4mTERERFT7193d8PMzNzQvlmGwmKEWuXr0KV1dXdO3aFdHR0QDeTEjKwoeIiEh7LH5KASEEli1bhtatW+Px48fQ1dXFy5cvpY5FRERUKrHDcwkXExODYcOG4cCBAwCAvn37Yv369bC0tJQ2GBERUSnFlp8S7NKlS3BxccGBAwegr6+PX3/9FX/88QcLHyIiovfAlp8SbMWKFXj69Clq1aoFf39/uLq6Sh2JiIio1GPxU4KtWbMG9vb2mDdvHszMzKSOQ0REVCbwtlcJcu7cOXh7eyNr9AErKyssX76chQ8REVEhYstPCZCZmQlfX1/Mnj0bKpUK7u7uGDx4sNSxiIgklZmZifT0dKljUDHQ19cv1kF6WfxI7OXLl/jss89w4sQJAMCQIUPQs2dPiVMREUlHCIHIyEjExcVJHYWKiY6ODpycnKCvr18s52PxI6FTp05h8ODBiIyMhJGREVatWoVhw4ZJHYuISFJZhU/FihVhbGwMmUwmdSQqQiqVChEREXjx4gUcHR2L5Xqz+JHI8uXLMWnSJAgh0KBBA/j7+8PZ2VnqWEREksrMzFQXPjY2NlLHoWJia2uLiIgIZGRkQE9Pr8jPxw7PEnF1dYVMJsOIESNw9epVFj5ERIC6j4+xsbHESag4Zd3uyszMLJbzseWnGEVFRcHW1hYA8NFHHyE4OBgNGzaUOBURUcnDW13lS3Ffb7b8FIOMjAx89913qFmzJsLCwtTrWfgQEREVPxY/RezZs2do3749FixYgISEBOzbt0/qSEREVAROnjwJHR0djYmnN23aBBcXF43tLC0tcebMGQBAdHQ0evXqBRMTE3h4eODWrVtFmvHs2bOoX78+KlSogKVLl2q1T0JCAkaNGgU7OztUr14dP//8c7Ztdu/ejXbt2uW4f17vSYXFTxE6dOgQXFxccP78eZiZmcHPzw/ffPON1LGIiKgIHDt2DEIIHD9+XOt9vLy8kJmZieDgYPTt2xd9+vRBRkZGkeSLiopCjx49MHDgQAQEBGD79u04ffr0O/cbN24cHj58iMuXL2PTpk34/vvvsWHDBvX7R48ehZeXl3qA3v/K6z0psfgpAunp6Zg6dSq6du2K6OhoNG3aFDdv3kT//v2ljkZEREXk+PHjaNu2rdbFz4MHD3D48GGsX78etWrVwpQpUxATE4MrV67kuV/Tpk1haWmZ7fXXX3/lud/27dtRuXJlzJw5E7Vr18asWbM0ipicKJVK+Pv7Y8mSJahevTratm2LkSNHYv/+/eqfYcKECRg/fnyOP19u70mNHZ6LwNq1a7F48WIAwJdffonFixfDwMBA4lRERKWQEEBysjTnNjYGtOyIGxUVheDgYOzfvx9jxozRap+AgADUqFEDlSpVAgDI5XJMnDgRhoaGee534MCBHEe+rlixYp77BQcHo127durOxR4eHvj222/z3Cc+Ph7p6elwdHRUr5PL5ZDL5QAAGxsbXLt2Dfv27cPVq1c19s3rPamx+CkCY8aMwaFDhzBy5Ej06dNH6jhERKVXcjJgairNuRMTARMTrTY9ceIE6tSpgw4dOiA6Ohq3b99Go0aN8twnIiIiW8Eye/bsd56rSpUqWmV6m0Kh0BhWxdzcHBEREXnuU6FCBTg4OGD//v0YNWoUkpKS8Mcff2DSpEkA3sxBmZu83pMab3sVgrS0NCxbtgxpaWkAAD09PRw8eJCFDxFROXHs2DG0aNEChoaGcHV11erWV3p6uroFpTjo6upq3IUwNDRE8jta1XR0dLBhwwZMnz4d3bp1Q+3atRETE4PPPvusqOMWKbb8vKfw8HD0798f165dw/Pnz7FkyRKpIxERlR3Gxm9aYKQ6t5aOHz+O169fY+/evUhOToalpaW6dSQnMpkMlpaW2eYva9y4MaZPn44BAwbkum/Tpk3x6NGjbOu3bNmCHj165LqftbU1oqKi1MsJCQlazaXVsWNHPHnyBPfv30fnzp0xZcoUmJubv3O/kozFz3vYs2cPRo4cifj4eFhZWaFNmzZSRyIiKltkMq1vPUklNDQUz58/x+XLl1GpUiWcO3cOY8eOhVKphLW1tUaBk56ejqSkJFhbW8PFxQVhYWFISEiAmZkZMjIyEB4ejqpVq+Z5voL2+XF3d8eOHTvUy4GBgVrfQjM0NMT9+/chk8ng7e2t1T4lGW97FUBqaiomTJiAfv36IT4+Hi1btkRQUFCeFTcREZVNx44dQ61atdC8eXNUr14dvXv3Rnp6Oi5cuIDmzZvj1atXWL16NZ4/f445c+bA1tYWderUQatWrVC/fn2MGzcOjx49wowZM2BpaYnmzZvneb4qVaqgevXq2V7vmhKkR48euHjxIk6cOIH09HQsWrQInTp1AvBmctG4uLhcH0lXqVT4/vvvMW/evDIx9QiLn3x6+PAhWrVqhV9//RUAMHXqVJw9e1ajJzwREZUfx48fR/v27dXLZmZm8PDwwLFjx1CpUiXs2LEDK1euRJ06dXDo0CH4+/vDwMAAOjo6+Ouvv/Dq1Ss0bNgQZ86cwaFDh4psYs8KFSpg2bJl6NKlCypVqoSwsDDMmDEDAPDkyRNYWVkhPj4+x323bNkCuVyOYcOGFUm24iYTJW3koSKiUChgYWGB+IgImNvbF/g4Dx48QNOmTaGvr48tW7agS5cuhZiSiKh8S01NRXh4OJycnN75yDcVTHh4OO7du4cPP/wQplI9SfeWvK67+vs7Pr7Q+hqxz48WVCoVdHTeNJLVqlULe/bsQf369d95X5aIiKikcXJygpOTk9QxJMXbXu8QFhYGNzc3nDp1Sr2uY8eOLHyIiIhKKRY/edi2bRvc3NwQFBSESZMmlbi5SYiIiCj/WPzkICkpCSNGjMCQIUOQlJSEdu3a4fDhw+ohwYmIqGjxl83ypbivN4uft9y5cwceHh7YuHEjZDIZvv/+exw/fhz279FJmoiItJP1pNO7Rh6msiVrhoTiGvGaHZ7/459//oG7uztSUlJgZ2eHHTt2oF27dlLHIiIqN+RyOSwtLfHq1SsAgLGxMVvdyziVSoWoqCgYGxtDV7d4yhIWP/9Rq1Yt9O7dG1FRUdi2bds7R8skIqLCZ2dnBwDqAojKPh0dHTg6OhZboVvux/m5desWqlatCmtrawBASkqKevApIiKSTmZmZo7TOFDZo6+vn+v3Lsf5KURCCKxduxYTJ05Ep06dsG/fPshkMhgZGUkdjYiI8OYWWHHOek7lh2TNGyEhIXB3d4eVlRV8fHy06um9e/duVKtWDZUrV8bOnTsLfG6FQoGBAweqJ55LT09n5zoiIqJyQpLiR6lUonv37nBzc8P169cRGhqKTZs25blPSEgIBg8ejJkzZ+Lo0aOYNWsWwsLC8n3uoNu34ebmhl27dkFXVxeLFi3C33//DZMSPmswERERFQ5J+vzs27cPI0aMwLNnz2BsbIzg4GCMHz8eFy5cyHUfb29v3Lt3D0eOHAEArFixAlFRUZg/f75W58y6Z6inp4f09HQ4OjrCz88PLVu2LJSfiYiIiApfmenzExwcjBYtWsDY2BgA0LhxY4SGhr5zn08++US97OHhgblz5+a6vVKphFKpVC9nzVSbnp6OTz75BKtWrYK1tTUUCsX7/ChERERUhLK+pwuzrUaS4kehUGhMqiaTySCXyxEbGwsrKyut9jE3N0dERESu5/D19cWcOXNyfO/w4cPlflI3IiKi0iQ6OhoWFhaFcixJih9dXV0YGBhorDM0NERycnKuxc/b+2Rtn5tp06Zh0qRJ6uW4uDhUq1YNT548KbQPjwpOoVDAwcEBT58+LbRmTCoYXouSg9ei5OC1KDni4+Ph6OioHpKmMEhS/FhbWyMkJERjXUJCAvT19fPcJyoqSuvtDQwMshVYAGBhYcE/yCWIubk5r0cJwWtRcvBalBy8FiVHYY6/J8nTXu7u7ggICFAvh4eHQ6lU5lnVvb1PYGAgqlSpUqQ5iYiIqOyRpPhp06YNFAoFNm7cCABYsGABOnToALlcjri4OGRmZmbbp2/fvvDz88Pt27eRmJiIlStXolOnTsUdnYiIiEo5SYofXV1drF+/HhMmTECFChWwf/9+LFy4EABgZWWF27dvZ9unSZMmmDhxIpo1a4YqVapALpfjiy++0PqcBgYGmD17do63wqj48XqUHLwWJQevRcnBa1FyFMW1kHRur8jISNy4cQMtWrSAjY2NVvuEhobi+fPn+Oijj/Ls80NERESUk3IzsSkRERERIOHcXkRERERSYPFDRERE5QqLHyIiIipXylTxExISAnd3d1hZWcHHx0ereUB2796NatWqoXLlyti5c2cxpCwfCnIt5syZA2traxgYGKB3795ISEgohqRlX0GuRZa4uDjY29vj8ePHRRewHCnotVCpVGjVqhV++umnIk5YfuT3WgghMG7cOFhbW8PS0hLDhg1DSkpKMaUt+16/fg0nJyet/605e/Ys6tevjwoVKmDp0qX5Pl+ZKX6USiW6d+8ONzc3XL9+HaGhodi0aVOe+4SEhGDw4MGYOXMmjh49ilmzZiEsLKx4ApdhBbkW27dvx/bt23HkyBHcuXMHd+/exY8//lg8gcuwglyL//Lx8UFkZGTRBSxH3udarFmzBvHx8fjqq6+KNmQ5UZBrsXXrVoSFhSEwMBDnz5/HnTt34OvrWzyBy7jXr1+jW7duWhc+UVFR6NGjBwYOHIiAgABs374dp0+fzt9JRRmxd+9eYWVlJZKSkoQQQgQFBYkPPvggz30mTpwoOnXqpF5evny5+O6774o0Z3lQkGvh6+srLl26pF6eNWuW+OSTT4o0Z3lQkGuR5ezZs6JixYrCxsZGhIeHF2HK8qGg1+L58+fCwsJCnDx5sqgjlhsFuRbjx48Xv/76q3p5/vz5YuDAgUWas7z4+OOPxYoVKwQArf6tWbZsmahXr55QqVRCCCH27dsnBg8enK9zlpmWn+DgYLRo0QLGxsYAgMaNGyM0NPSd+7Rv31697OHhgRs3bhRpzvKgINfi22+/RcuWLdXLYWFhqF27dpHmLA8Kci2AN78Zf/7551i5ciVMTU2LOma5UNBr4e3tjWrVquHp06e4dOlSUccsFwpyLRo0aIBt27bh5cuX+Pfff+Hn54eOHTsWR9wyb926dflq1QwODka7du0gk8kAFOy7u8wUPwqFAk5OTuplmUwGuVyO2NhYrfcxNzdHREREkeYsDwpyLf7r/v372Lt3L8aMGVNUEcuNgl6LBQsWoE6dOujfv39RRyw3CnItAgIC8Mcff6Bq1ap4+PAhvLy8MGHChOKIW6YV5FqMGjUKiYmJsLOzQ/Xq1eHk5AQvL6/iiFvm/fdaaKMwvrvLTPGjq6ubbehrQ0NDJCcna73Pu7Yn7RTkWmRRqVQYMWIERo0ahQYNGhRVxHKjINfi7t27WLNmDVavXl3U8cqVglyLdevWoXnz5vj7778xd+5cnDp1CqtWrWLfxPdUkGuxYsUKWFpa4t9//8WTJ0+QkZEBHx+foo5KOSiM7+4yU/xYW1sjKipKY11CQkKeU2C8vc+7tiftFORaZJk3bx5iYmKwePHioopXruT3WgghMGbMGMyfPx+VK1cujojlRkH+Xjx79gxdunRRN+87ODjA1tYWDx8+LNKsZV1BrsX27dvh4+MDR0dHODg4wNfXFxs2bCjqqJSDwvjuLjPFj7u7OwICAtTL4eHhUCqVsLa21nqfwMBAVKlSpUhzlgcFuRYAcODAASxduhR79uxR34un95Pfa/HkyRNcuHABPj4+sLS0hKWlJZ48eYLGjRtjx44dxRW7TCrI34uqVatqPE6dmJiImJgY/jv1ngpyLVQqFV69eqVejoyMRGZmZpHmpJwVynd3ATpml0jp6enC1tZW/P7770IIIUaNGiW6desmhBAiNjZWZGRkZNsnKChImJiYiFu3bomEhATh4uIilixZUqy5y6KCXIvQ0FBhYmIiNm/eLBISEkRCQoL6SQwquPxei/T0dBEeHq7xqlKlijh//rxISEgo9vxlSUH+Xhw7dkzY2NiIEydOiMePH4shQ4aIhg0bqp9yoYIpyLUYP368qFWrlti4caP47bffRI0aNcSgQYOKNXdZh7ee9oqPjxdpaWnZtouKihKGhobi+PHjIi0tTXTu3FlMmDAhf+d637Alyf79+4WxsbGwsbERtra24s6dO0KINx9oYGBgjvtMnz5d6OvrC3Nzc+Hm5iaSk5OLMXHZld9r4e3tLQBovKpVq1a8ocuogvy9+K9q1arxUfdCUpBrsX79elG7dm1haGgoWrRoIe7du1eMicuu/F6L2NhYMWTIEGFraysMDQ1Fz549RVRUVDGnLtveLn6qVasm9u7dm+O2q1evFnp6esLKyko4OTmJyMjIfJ2rzM3qHhkZiRs3bqBFixawsbHRap/Q0FA8f/4cH330Efv8FKKCXAsqGrwWJQevRcnBa1G6hYeH4969e/jwww/zPSRHmSt+iIiIiPJSZjo8ExEREWmDxQ8RERGVKyx+iIiIqFxh8UNERETlCosfIipy6enp2LZtG5RKZbb3kpKSoFKpCu1cSUlJePHiRZ7bpKSkICEhIdf3MzIytJp0lIhKJ12pAxBR2Xfz5k34+PggLCwMq1atgpmZGSIjI3Hp0iV89tln0NHRwatXr/Dll19i5syZSE1NhVKphFwuz/WYQgikpaXB0tJSY7ujR49i7Nix2LNnD16/fg2ZTIbMzEzY29ujVatWAID169fjypUr2LZtW47H/ueff9C4cWM8e/YMdnZ2hfthEJHkWPwQUZE7fvw4Bg4cCHNzc8yZMwcTJkxA27Ztoa+vr25hmTFjhnpak+3bt2PixInQ1f3//0QplUpkZmaqt8kqfq5fv64xCe4ff/yBESNG4MWLF1i+fDlSU1PRunVruLi4wMbGBmZmZjA1NYWJiYl6HxsbG1SoUAFmZmbqczk4OKBTp07Q09MD8KZF6fXr1zh79iycnZ2L9gMjoiLF4oeIityuXbuwePFihISEaKx/e5ixrBackSNHYuTIkRrvLVmyBCEhIdi0aVOu53nx4gX27NmDq1evwsXFBQEBAahYsSKmTZsGAPD09MRHH30EExMT9WShwJuZ7C0tLdWDnLZs2RLe3t7w8vJSF2AxMTF4+fIl6tevX7APgYhKDPb5IaIidevWLYSEhMDQ0BAAMHPmTFStWhUBAQF48uQJatWqhQYNGmDt2rVITU19r3P9+OOPSE9Ph6WlJQDg/v37ePXqFfbt24d79+7BzMwMRkZG2fabMmUKunTpgoSEBGzduhVGRkYYNGgQPvvsM/j6+iIxMRG9e/fG999//175iKhkYPFDREVq5cqVsLKyUi/PmzcPz549g1KpRJcuXRAUFIRbt27h1atX+Pbbb9XbhYaG4rvvvtP6PEFBQVi3bp268ElJScG5c+eQmZmJH374AUePHoWenh50dLL/s/f777+jYcOGOHToEEaPHg0nJyeMHz8eL1++xLhx47Bp0yY4Oztj586dBf8giKjEYPFDREUmODgYZ8+eRdu2bbO9p1QqcfXqVfj5+WHr1q3YtGkTbty4oX7/xYsX2W5x+fn5oUKFCupXnTp11O+dO3cO48ePR6VKlQAAv/zyC1q2bImVK1fC2dkZDg4OuebU1dXF5MmT0bRpU2zduhWGhoaIjY3FokWLcPHiRfTq1QutWrXSuFVGRKUXix8iKjJ16tTB6tWrNVpbZs+ejerVq6Ndu3YICwvD/PnzcfnyZSxduhS3bt1SbyeXy7MVGwMGDMDr16/x+vVrvHr1CkFBQer3vvrqKyxatAjAm6e15syZg5YtW+L06dO4ceNGrn11FAoF5s+fjzZt2uDy5cvw9/fHxYsX8b///Q+//fYb+vXrh6CgIGzevBnt27fH69evC/ETIiIpsMMzERUZIyMjdOjQAWvWrFGvy3raC3gzns6iRYuwatUqfPLJJ2jZsqXWx9bR0VE/+ZUlq1iqWbMmdu7cCSsrKwwZMgQAUL9+fWRmZkIIoVFUpaam4sSJEzh79ixkMhnOnDmDESNG4IsvvkBwcDCqVKmC6OhoHD16FH5+fpz9m6gMYPFDRMVq9uzZWLx4MSwsLHDr1i14eHhgyZIlSEpKQr169QrlHDo6OujevTuAN61FKSkpAN608iiVSnXnawAwMzPDsWPH1E96bdiwAXFxcZg4cSKcnZ3RuHFj9baenp5ISUnJVnQRUenC4oeIilVWy096ejoAwMfHp8g6E9+6dQvr1q1T9yXatWsXAGj0Jfrqq69w4cIFGBgYqNdlZmYCAJo1a6ZxvMzMTNSoUQP79+8v9KxEVHxY/BBRkVOpVOpXFj09PTx48ACjRo1C27Zt4evrCw8PD1SpUgUpKSlISUmBEAKJiYkAgLS0NGRkZKiXswY51NHR0XiaLD09HZmZmTh9+jQGDhyIRYsWoVq1agDeFC8BAQEIDAxUD3K4bt26bHnj4uJgZWWF69evawy0SERlA/9WE1GRS0tLU09ZkXXLaOvWrfj222+xePFiDBo0CGvXrkXLli2xaNEifPHFF+qRlatWrapxrP8uZ2RkoGvXruoWHeDNU2SpqalYu3Yt5s2bhxEjRqjfk8vl+P7775GcnIyVK1fmmjdrDjKlUsnih6gMkom3h1glIioGGRkZSE1NhampqXpdQkKCeooJIqKiwuKHiIiIyhWO80NERETlCosfIiIiKldY/BAREVG5wuKHiIiIyhUWP0RERFSusPghIiKicoXFDxEREZUrLH6IiIioXPl/oraZoBv8bnYAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "模型测试结束！\n"
     ]
    }
   ],
   "source": [
    "degrees = [1, 2, 3, 4, 5]  # degree=1 相当于线性分类\n",
    "for degree in degrees:\n",
    "    logistic_regression_with_polynomial(X_train, X_test, y_train, y_test, df, degree)\n",
    "print('模型测试结束！')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e2f47ebe-7539-40db-99a3-b744c5877b2e",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
